{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c9ed80c3",
   "metadata": {},
   "source": [
    "目录：\n",
    "\n",
    "1、绘图数据准备\n",
    "\n",
    "2、seaborn.regplot\n",
    "\n",
    " - regplot默认参数线型回归图\n",
    " - 分别设置点和拟合线属性\n",
    " - 置信区间（confidence interval）设置\n",
    " - 拟合线延伸与坐标轴相交 \n",
    " - 拟合离散变量曲线\n",
    " - 多项式回归（ polynomial regression）拟合曲线\n",
    "\n",
    "3-、seaborn.lmplot\n",
    " - 按变量分类拟合回归线\n",
    " - 散点marker设置\n",
    " - 散点调色盘\n",
    " - 拟合线属性设置\n",
    " - 绘制分面图 \n",
    "    \n",
    "参考资料：https://mp.weixin.qq.com/s/pi7_v1E6zkDKRYwjx0DgNw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f3aac4ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal length(cm)</th>\n",
       "      <th>sepal width(cm)</th>\n",
       "      <th>petal length(cm)</th>\n",
       "      <th>petal width(cm)</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal length(cm)  sepal width(cm)  petal length(cm)  petal width(cm)  \\\n",
       "0               5.1              3.5               1.4              0.2   \n",
       "1               4.9              3.0               1.4              0.2   \n",
       "2               4.7              3.2               1.3              0.2   \n",
       "3               4.6              3.1               1.5              0.2   \n",
       "4               5.0              3.6               1.4              0.2   \n",
       "\n",
       "    class  \n",
       "0  setosa  \n",
       "1  setosa  \n",
       "2  setosa  \n",
       "3  setosa  \n",
       "4  setosa  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd \n",
    "from pandas import Series,DataFrame\n",
    "from sklearn import datasets\n",
    "import seaborn as sns\n",
    "#导入鸢尾花iris数据集（方法一）\n",
    "#该方法更有助于理解数据集\n",
    "iris=datasets.load_iris()\n",
    "x, y =iris.data,iris.target\n",
    "y_1 = np.array(['setosa' if i==0 else 'versicolor' if i==1 else 'virginica' for i in y])\n",
    "pd_iris = pd.DataFrame(np.hstack((x, y_1.reshape(150,1))),columns=['sepal length(cm)','sepal width(cm)','petal length(cm)','petal width(cm)','class'])\n",
    " \n",
    "#astype修改pd_iris中数据类型object为float64\n",
    "pd_iris['sepal length(cm)']=pd_iris['sepal length(cm)'].astype('float64')\n",
    "pd_iris['sepal width(cm)']=pd_iris['sepal width(cm)'].astype('float64')\n",
    "pd_iris['petal length(cm)']=pd_iris['petal length(cm)'].astype('float64')\n",
    "pd_iris['petal width(cm)']=pd_iris['petal width(cm)'].astype('float64')\n",
    " \n",
    " \n",
    "# 导入鸢尾花iris数据集（方法二）\n",
    "#该方法有时候会卡巴斯基，所以弃而不用\n",
    "#import seaborn as sns\n",
    "#iris_sns = sns.load_dataset(\"iris\")\n",
    "pd_iris.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8638fe2",
   "metadata": {},
   "source": [
    "2、seaborn.regplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "53f3d38f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# regplot默认参数线型回归图\n",
    "plt.figure(dpi=100)\n",
    "sns.set(style=\"whitegrid\",font_scale=1.2)#设置主题，文本大小\n",
    "g=sns.regplot(x='sepal length(cm)', y='sepal width(cm)', data=pd_iris,\n",
    "             color='#000000',#设置marker及线的颜色\n",
    "             marker='*',#设置marker形状\n",
    "             )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b8d190f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分别设置点和拟合线属性\n",
    "plt.figure(dpi=100)\n",
    "sns.set(style=\"whitegrid\",font_scale=1.2)\n",
    "g=sns.regplot(x='sepal length(cm)', y='sepal width(cm)', data=pd_iris,\n",
    "              color='#000000',\n",
    "              marker='*',\n",
    "              scatter_kws={'s': 60,'color':'g',},#设置散点属性，参考plt.scatter\n",
    "              line_kws={'linestyle':'--','color':'r'}#设置线属性，参考 plt.p\n",
    "             )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1bafb51b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 置信区间（confidence interval）设置\n",
    "plt.figure(dpi=100)\n",
    "sns.set(style=\"whitegrid\",font_scale=1.2)\n",
    "g=sns.regplot(x='sepal length(cm)', y='sepal width(cm)', data=pd_iris,\n",
    "             color='#000000',\n",
    "             marker='*',\n",
    "             ci=60,#置信区间设置，默认为95%置信区间，越大线周围阴影部分面积越大\n",
    "             )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "219caf00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xcRAKhYiIiMCpU6cQEREBoVCI2NhYW4dGCCG8QLd1CKlj48aNQ8eOHTF//nwIhUKkpqZiyZIlkMlktg6NEEJ4gZITQurY2LFjDb4XCoVYsGCBjaIhhBD+ods6hBBCCOEVSk6IwygvL8eXX36J8vJyW4fCOwzD4Pz582z9FUIIP3H5u8qn9wFKTojDmDdvHj7//HPMmzfP1qHwTnJyMqZMmYLk5GRbh0IIqQGXv6t8eh+g5IQ4jPj4eDAMg507d9o6FN45evQoHj16hD///NPWoRBCasDl7yqf3gdoQCypt9RqNUaOHImioiIAwN9//w0AuH//Pnr27AkAaNCgAfbs2QOJRGKzOG1Bp9Nh586dKC0tBQAkJCRAqVQiISEBjRs3BgBIpVKMHj0aQiF9hiHEVrj8XeXz+wAlJ6Teevz4MQ4fPlxljIlOp8Nff/0FABCJRHj8+DGaNm1qixBtRqlUYu3atbh16xa0Wi2EQiECAwORkZGBuXPnwsnJCTKZDEOGDIGbm5utwyXEYXH5u8rn94FapUI3btzAzp07sWHDBnz77bdYvXo14uPjcfXqVeh0OmvFSIhFmjZtij/++AMeHh7ssorZv4eHB44ePepwiQkAuLm5ITY2FlFRUZBIJPDw8ICnpyc8PDwgkUgQFRWFuLg4SkwIsTEuf1f5/D5gds/JgwcPsHnzZiQkJLBTv1cc2SsQCAAAnp6eGDRoECZPnoyQkBCrBEuIufr27YsHDx7Ay8sLDMOwSbNAIEB2djakUqmNI7SdgIAAbNiwAd27d0dWVhbUajU0Gg2aNGmCjRs3sqX1CSG2xeXvKl/fB0z+qbm5uVi6dCn++OMPCAQCdOjQAW3btkXLli3h5eUFNzc3FBcXo7CwELdv38aFCxcQHx+P+Ph4REVF4V//+hd7D4uQurR+/foqj8YxDIPvv/8ec+bMsVFU/JCWlobc3Fyo1Wo0bNgQubm5yM3NRVpaGsLDw20dHiHk/3D5u8rH9wGTbuv8+uuvGDx4MDIyMrBw4UKcOXMGW7duxccff4zRo0ejX79+6NatGwYOHIjx48fj008/xZ49e5CYmIhZs2YhLS0NQ4cOxbZt27huDyFVbN++HQDg5+eH/fv3w8/PDwDoegRw8uRJSCQSTJkyBUeOHMHkyZMhkUiQmJho69AIIRVw+bvKx/cBk3pOYmJi8OWXX2LQoEFm7dzHxwfvvPMOpk6dit9++w2rVq1CdHS0RYESYqno6Gh06NABP/30E0QiEbKzs/H2228jLCzM1qHZXK9evSCTyTBw4EAIBAIsX74cAwYMQGBgoK1DI4RUwOXvKh/fB0xKTg4cOACxWGzxDxEIBBgxYgRee+01i/dBiKUq37oRiUTYvHmzjaLhl/DwcINuW4FAgKioKBtGRAgxhsvfVT6+D5h0W6c2iQkX+yHEElyXZjZ3/3wqFU0IIXxSq2G4d+/eRXZ2NtRqdbXr9OvXrzY/ghCrSU5OxrRp07B+/Xp0797d5vvnOh5CCLFXFiUnDx8+xPvvv4/r169Xuw7DMBAIBEhPT7c4OEKsqWJpZi6SAXP3z3U8hBBiryxKThYvXoy0tDR07doV4eHhcHZ2tnZchNQa16WZzd0/n0tFE0IIn1iUnFy4cAGRkZHYuHGjteMhxGq4Ls1s7v75XCqaEEL4xKKPZwKBAC1btrR2LIRYFdelmc3dP59LRRNCCJ9YlJwMGDAAp06dglartXY8hFiVvjRzUFAQysrKkJubi7KyMgQFBWHjxo3w9/ev0/1zHQ8hhNQHFiUnc+bMgbOzM958800cOHAAV65cwY0bN4x+EWJrFUszu7u7Q61Ws6WZbbF/ruMhhBB7Z9GYE41GAzc3N6SmpuLixYs1rktP6xBbq1iaedasWVixYgX27duHxMREq8wbYe7+uY6HEELsnUXJyRdffIHU1FQEBQWhXbt2dI+c8BrXpZnN3T8fS0UTQgifWJSc/PXXX+jQoQO2bdsGkUhk7ZgIsSquSzObu38+loomhBA+sWjMCcMw6Ny5MyUm9QSfyqhbUgI+PT2dF7ETQmyDT+9hxDosSk5eeuklnDt3ztqxEBtJTk7GlClTkJycbOtQzI4lJSUFixYtQkpKCseREUL4ik/vYcQ6LEpO5s2bh+zsbLz//vs4d+4ccnNzUVpaavSL8F/FMuq2Zm4sx48fR15eHk6cOMFtYIQQ3uLTexixDovGnPy///f/UF5ejj/++ANHjhypdj2BQFDj/DvENvhURr22JeAPHToElUqFgwcPIiQkpE5jJ4TYBp/ewwg3LEpO/Pz84Ofnh9DQUGvHQ+oAn8qo17YEvEAggK+vL+7fv08l4AlxEHx6DyPcsCg52bJli7XjIHVIX0Z93rx5+OOPP+Dq6gpPT0/odDooFAq8+uqr+Prrr+vkl9rcWCqv7+LiAmdnZzg5OUGpVNZp7IQQ2+DTexjhRq36u27cuIG7d+8aLPvhhx9w7dq1WgVFuMenMuq1LQFfUFBAJeAJcTB8eg8j1mdRcqLVavHxxx9j5MiROHjwILtcpVJh5cqVGDNmDL7++murBUm4wacy6paWgNdoNHB1dYVGo6ES8IQ4GD69hxHrsig52bp1K/bu3Yvu3bujb9++7HKJRIJffvkFr7zyCjZv3ky3f3iuYhn1I0eOYPLkyZBIJEhMTOR9LPr1J06ciLVr1yI6OtpmsRNCbINP72HEuiwac7Jz5060bdsWMTExBssFAgG6dOmCzp07Y+TIkdixYwcmTZpklUCJ9fGpjLqlJeAjIyNx48YNLF26FIMHD6YS8IQ4ED69hxHrsig5ycrKQnR0dLWvCwQCdOvWDVu3brUoqPPnz2PlypW4fv06nJ2d0adPH3z44Yfw9vaucbv4+HgsWLDA6Gt79+5FmzZtLIqnvuJTGXVLS8DL5XKT1ieE1D98eg8j1mVRctKgQQNkZGTUuM7Dhw/h4eFh9r4vXLiAN998E6Ghofjggw9QXFyMTZs24dy5c9i1axekUmm1296+fRtubm5YuHBhldeCgoLMjoUQQgghdc+i5KRnz57Ys2cPjh8/jj59+lR5/dSpU/jzzz8xaNAgs/e9bNkyeHl5Yfv27WxyExYWhmnTpmH37t148803q9329u3baN68OYYPH272zyX2SafT4cCBA2jVqpVJ627fvh0TJkwwqTATwzC4cOECIiIiIBAIrBGuxfRzCLVu3dqmcRBCSF2wKDmZPn06jhw5gvfeew89e/ZE+/btIZVKUVpaiqtXr+LUqVOQSqV4//33zdqvWq2Gp6cnXn/9dYNel65duwIA0tPTa9z+1q1b6N69u/kNInZr06ZNWLx4MRo2bIiZM2fWuO7GjRvxwQcfoKysDO++++5z952cnIxp06Zh/fr1Nr+u9HMIBQUFGQxCJ4SQ+siip3WaNGmCLVu2oEOHDjh58iTWrFmDr7/+GmvWrEFiYiLatWuHLVu2oGnTpmbtVyKRYMOGDZg9e7bBcn1SUtMgp4KCAuTl5aFly5YAnlUQLC8vN7NlxN7s3LkTGo0Gu3bteu66sbGxUKvViIuLM2nffJqvg+YQIoQ4Eot6TgCgVatW2L59O3JycnDjxg0UFxfDzc0NMpkMwcHBVgkuJycHFy5cwDfffAMfHx+MGzeu2nVv3boF4FlhuKioKGRmZkIsFuPVV1/FJ5988tzBtMQ+aLVafPTRR3j69CkAsNOknzt3DlOmTAEANGzYEN9++y0AGKybmpoKhmGQkpJSZV0nJydezddBcwgRQhyZgGEYxtZBGKPVatG+fXuUl5dDJBJhyZIlGDFiRLXrb9myBYsXL0ZgYCCmTp2KgIAAnD17Flu2bEFISAh27txpUSnjq1evgmEYtkfGHigUCmRmZiIkJASurq62Dseq8vLy0K5dO5SWlkJ/6YpEIraXTCAQQCqV4urVqwBQZV0nJydotdoq6/r4+EAul2PkyJG4ffs2O19HgwYNUFRUBJ1OBycnJ7zwwgvYs2cP52WxjcXi6uoKhUJR57HUtfp8/VZGba1/HKWdgGltvXPnDgQCAdq1a2fWvk1KTl5//XXMnTuXHfthiaSkJHz33XfYs2ePSesrlUr88ccfEAqFiI+Px5kzZzB79mxMmzbN6PoXLlxAYmIiJkyYYFC2eNu2bfjiiy8wd+5cvP3222bHffXqVajVarO3I9y5desW5syZg+zsbAgEAojFYmg0GjAMg6CgICxfvpxNJs1ZF3iW/KxduxZnzpyBs7MzPDw8UFJSApVKhZdffhkzZsxAo0aN6qSdfIqFEEIsJZFIuElO1q1bh3Xr1qFTp04YO3YsevfubVJGKJfLcfDgQcTHxyMtLQ3Tpk3De++9Z1aAwLMu7gkTJiAtLQ0nT56El5eXydtqNBp06NABPXr0wIYNG8z+2dRzwk9yuRzNmjWDQqGAQCAAwzBwdXXFgwcP4OLiYvG6wLNrpm/fvnj48CGbzDRu3BjHjx+Hk5PFd0Itoo8lKyuLjb1JkyY2iaWuOML1q0dtrX8cpZ0Atz0nJr27TZ8+HQMHDsSiRYswe/ZsuLi4IDIyEu3atUNoaCi8vLzg6uqK4uJiFBYW4s6dO7hw4QIuXboEhUKBl19+GfHx8RY/BikUChEVFYWLFy/i7t276Ny5s8nbisVieHp6ssW6LCEQCOyy69zV1dUu4zbF/v37oVKpADy7raPVaqFSqXD06FGMHTu22nWdnJyg0WiqXRcALl26hLy8PGg0Gnh5eSE3Nxd5eXnIyMgwKPhUF/SxaLVaeHp6ori42Gax1LX6fP1WRm2tfxylnUDNbbW0DIPJI+lCQ0OxefNmxMXFoU+fPkhMTMR3332HmTNnYuLEiXj99dcxZcoU/Otf/8LatWtx5coV9OrVC7/++it+/vlnkxKT+/fvo1+/fkZ7OPQDA4190gWA+fPnY/DgwVWe0CksLERBQYHVBukSfoiLi4NQKESHDh3w448/Ijw8HEKhELGxsdWuGxERgVOnTiEiIqLadQF+zddBcwgRQhyR2f3C7du3x4oVK6BSqXDhwgVcv34d+fn5KC0tRYMGDeDj4wOZTIbOnTtDLBabte/g4GCUlZUhLi4OkyZNYruJioqKsHPnTgQEBFRbgt7X1xd3797F77//blCEbc2aNQCAoUOHmttUwmPjxo1Dx44dMWvWLNy8eRNJSUlYuXIlZDJZtevOnz8fQqEQqampWLJkidF1AX7N10FzCBFCHBHvntY5fPgw3n//fbRp0wajRo2CUqnEr7/+itzcXKxbtw6RkZGQy+U4cuQIfHx80KNHDwDPelZGjBiBnJwcvPHGGwgJCUFSUhKOHTuGMWPGYPHixRbFU/GpD3shl8uRnp6ONm3a1PtuRUdpq6O0E6C21leO0lZHaSdgWlst/RvKuwIJAwcOxPfffw+JRIJvv/0W69evR4sWLbB9+3ZERkYCeFZwbc6cOVi/fj27nVQqxbZt2zB48GDs27cPS5Yswf379zF//nx88cUXtmqOXWAYhq0XYm06nQ5bt26FTqez+r71+z9w4IBJ+ze3nVweF4D7Y2Ov9KX6uTru5pxXrq8BQohxFg/3v379Ovbs2YOsrCzI5XKjv7wCgQCbN282e9/9+vVDv379qn29SZMmuHnzZpXl/v7++Oabb8z+eY6OyzLt5paMN5c55evNbSfX5eu5Pjb2iutS/eacVz5NYUCII7Go5+T06dMYO3YstmzZguPHjyMlJQWpqalGvwj/cVmm3dyS8eYyp3y9ue3kunw918fGXnFdqt+c88qnKQwIcSQW9ZysXr0aOp0OH3/8MQYMGGBW3RFie1yWaa9cXv55JePNZU75eqFQaFY7uS5fz/WxsVdcl+o357wC4M0UBoQ4MosGxHbs2BH9+vXD8uXLuYiJV+rjgFi5XI5Bgwbh1q1b1ZZpl8lkOHjwoNkDuvSTL5aUlFRbMt7DwwN37tyBj4+P2W0ztv/K5ev1+3dzczOrnVwel9oem/o8yK7ycRcIBGypfoZhan3czTmvADi9BozFVl/Pa2WO0lZHaSfAwwGxzs7OBiXiiX1xc3NDbGwsoqKiIJFI4OHhAU9PT3h4eEAikSAqKgpxcXEW/WL5+Pjg5MmTCA0NhUAggEgkglgshkgkgkAgQGhoKE6dOmVRYlLd/p2cnIzu39x2cnlc6uLY2Ctjx93d3d1qx92c88r1NUAIMY1FPScfffQR0tPT8dtvv0EkEnERF2/Ux54TPY1Gg+7duyMrK4st096kSRMkJyfX+raCXC6Hr69vlZLx+fn51RbS42r/5raTy+NibuwVt6nvn8b0x/3BgwfssuDgYKsdd3POK9fXgJ4jnFc9R2mro7QT4EHPSWlpqcHXu+++i8LCQvzzn//E+fPnkZeXV2Ud/Rfhr7S0NOTm5kKtVsPd3R1qtRq5ublIS0ur9b4rl4wHAJVKhX379tV635X3r0+Qq9u/ue3k8rhUjp2LY2Ov9Mddo9HA1dUVGo3GqsfdnPPK9TVACKmZSclJ586d0aVLF/Zr6NChyM/Px8mTJzFx4kRERkYavK7/qs0sxoR7XJZpN7dkvKX7N6V8vbnt5Lp8PdfHxl5xXarfnPPKpykMCHFEJvVPdunShes4iA1wWabd3JLxlu7flPL15raT6/L1XB8be8V1qX5zziufpjAgxBHxrnw939TnMSf1gaO01VHaCVBb6ytHaaujtBPgwZiTytasWYOzZ8/WuM7x48fx6aefWrJ7QgghhDgwi5OT51V/TUpKwm+//WZRUISYypx5WGieFGIue57/yJ5jJ8SkMSe//vprlcF6O3bswNGjR42ur9Vqce/ePbaiYn1QXl5e7x+btkfmzMNC86QQc9nz/Ef2HDshJiUnQ4YMwZo1a5CXlwfgWSXLvLw89vsqO3VyQkBAAD755BPrRWpj9+/fh0AggFgshpOTE1v4S/9vxf+TulNxHpbnJScV50mh5ISYouL8R/b2B96eYyfEpOREKpXi1KlT7PetW7fGjBkzMGPGDM4C4xuGYaDVaqHRaNhlAoGgyr8CgcBo8qL/VygUUhJTC+bMwwLQPCnEPPY8/5E9x05IZRY9rZOamorGjRvXq9s21dGPNHZzc2PnbzGXsSRGn6TU1APj5OTEbmOO+jxa3Jx5WIC6nSeFS/X5nFZmy7ZyPTdUZdZsa13Hbi5HuYYdpZ0AD5/W6dq1q0MkJtbCMAwYhoFOp4NOp0N5eTk0Gg0UCgVKSkrw9OlT5OXlITc3F48fP0ZWVhb+/vtv3Lt3D5mZmcjKysLjx4+Rl5eHp0+forS0FCqVyiEHupkzDwvNk0LMZc/zH9lz7IRUZlLfXr9+/SzauUAgqHbQLKlKn8RUVF5eDrVazX6vv3Wk/7+Tk5PBOBiJRAK1Wl2vb1MEBARgw4YN7DwsZWVlAJ7Nw7Jx40aDLuuK62ZlZUGtVrPzpFRelxAAaN++PS5fvszOf6RUKtn5j65evWqVuaG4Ys+xE1KRyXPrlJWVGXzl5eXh4cOHyM7OhkAgQMOGDaHT6fD48WM8fPgQSqUSUqmU6/gdTuUeGJVKhdLSUjx9+hT5+fl49OgRsrOz8fDhQ2RkZOD+/ft49OgR8vLyUFRUBLlcDrVabfe9LubMw0LzpBBz2fP8R/YcOyF6JiUnKSkpOHPmDPv1yy+/wMXFBUOGDEFiYiKOHj2KXbt24fjx40hMTMTIkSOhVCqxaNEiruMnFeh7XvS9LVqtFiqVCiUlJSgoKEBubi6ys7Px4MEDZGRkICMjAw8ePEB2djZycnKQn5+PwsJClJSUQC6XQ6VSWTzOhmvmzMNC86QQc9nz/Ef2HDshehb1aX/99dcICQnB8uXLq7zm4+ODpUuX4t69e/j666+xY8eOWgdJrKPybSP92JeKjA3e1Q/OrXj7SP9/sVhs0aDd2jJnHhaaJ4WYy57nP7Ln2AnRsyg5uXDhAiZOnFjjOh07dsSvv/5qUVDEdvTJS+Ukxti4F31SIpFIIBaLDZKXik8icSE8PBzh4eGQy+VsTFFRUTWuWzH+6tYlBADGjh1r8L1QKMSCBQtsFI157Dl2QvQsGjXp6emJ9PT0Gte5dOkSvL29LQqKGGIYBteuXeOs7Lo5+9fpdNi7dy+0Wi3Ky8tRXl4OhUKB4uJi5OfnIzc3F48ePcKDBw+QmZlZ5dZRXl6ewa0jtVpdq3aZU76e2IYjTRtgbsl4Pl2/5p4nS9bnqq2OdI05CouSk379+uH06dP4/vvvq4xJUKvVWLJkCS5fvoyhQ4daJUhHd/HiRcybNw8XL160+f7j4uLwySefIC4uzujr1T0yXVpaiqKiIhQUFCAvLw+PHz9mx7/cu3cP9+/fNxj7on9kWqFQVLn1VJG+fH1KSorF7SfcSk5OxpQpU5CcnGzrUDi3ceNGTJ06FRs3bjRpfT5dv+aeJ3PX57KtjnSNOQqLkpP3338fISEhWL16Nbp3744333wT06dPx6RJk9CtWzf88ssv6NixI/75z39aO16HdPr0aTx58oSzXzxz9n/gwAFoNBq2yJklKtZ90fe+6J86KioqQn5+Pp48eYJHjx7h4cOHbM2XBw8esPVe9E8enT9/Hk5OTs+dJZvYTsVpA+q7iiXjTVFx+gVbM/c8mbs+l211pGvMUVg05sTLyws7d+7Exo0bcfDgQYMZilu0aIGRI0firbfeglgstlqgjkSn0+HQoUPseIoTJ05ApVLhxIkT8Pf3B/CsGFlUVJRF9UzM2b9Op8OyZctQXFwMALhy5QoA4PLly/j4448BPLvNN2fOHKvWDDE29kWr1aKsrAyHDx+GSqWCSCTC/v37oVQqcezYMXh7e0MkEkEqlWLAgAFwdna26aBdR1V5ioH6PG2AuSXjzZl+getjY+55qu361myrI11jjsqi8vWVKZVKFBcXo0GDBnB2drZGXLxhjfL15lIoFJg6dSoyMzNRXl7Olp3Wl6UWiUQICQnBjz/+CFdXV6Pb3717Fy1atKj2dVP3r1Qq0b9/f5SVlVVbEtvd3R1Hjx6Fl5cXtwfGSOwA4OLiAqVSCQAQiURo0aIFNmzYADc3tyqDdis+eaSfLkD/xWf2VBK78hQD5k4bYE9tNbdkvDnTL3DddnPPU23Xt2Zba3uNccmert/a4l35+spcXFzg5+dX7xITW3F1dcXKlSsRGRkJsVgMd3d3SKVSuLu7QywWIzIyEv/973+NJh7W3r+Xlxe2bduG4OBgg8eK9SWxg4ODsWPHjjpJTKqL3dXV1SD27777Di4uLga3jfSDdgsLC5GXl2dwyygzM5Md9/Lw4UM8fvwYT548QUFBAYqKilBWVmbwtBKpmSNNG2BuyXhzpl/gmrnnyRrrW6utjnSNOSqTek66du2Kf/zjH5g6dSr7vUk7Fwh4MdCrNmzRc6Kn0Wgwfvx4PH78mP00FhAQgNjY2BpvoTyv58SS/SsUCrz88stQKpUQCARgGAYuLi5ITU21SVKqj/3Ro0fsssDAwOceG3NVfGxaIBDU+Ng0l93H9vhpTKPRsNMGiMVidtqA5OTkGs+RPbZVLpezJeP1vx+urq7Iz883WjJef2wePHjALgsODn7useGCuefJ0vW5aKul1xiX7PH6tZTNe06kUikkEonB96Z8ubu7mxUMX6nVajx48ABPnz6t0wTlzp07yM/Ph0ajgZubGzQaDfLz83Hnzp063/+xY8fY3gP9L71arbbZADR97FqtFi4uLtBqtVY9NnoVB+5qtVrI5XIUFRUhLy8POTk5yM7Oxt9//42MjIwqkzQWFhY69CSNjjRtgLkl482ZfoFr5p4nS9fnoq2OdI05GpNSy2PHjtX4fX2XlZWFESNGsN+7ubkZdCOa8lVxXVdXV5MGaJ49exZisRijRo3C5MmT8fPPP+PPP/9EamoqWrduXet2mbP/gwcPQigUok2bNli4cCEWLlyImzdv4sCBAxg8eHCtY7E09mHDhiEyMhInT57EyZMnrXZsTGGs4q4pkzRWrK6r/z/fx7xYouK0AbNmzcKKFSuwb98+JCYmGhTFqw/0JeM7dOiAdevWYfr06bhy5QpiY2OrFEUDDKdfGDhwIA4dOoSDBw/a5NiYe54sXZ+LtjrSNeZoLBoQu2bNGvTu3Rtt27blIiZeuXr1Ku7du2eQnNSWSCQySFykUimbvFT8f1lZGbRaLbp27QpPT09IpVKkpaWhadOmNXaRmXpb58aNG8jNzUVkZCTbFZ2UlAQ/P78qf+APHDiAzMxMTJs2jR2Jv379eoSEhNgkOdHH3rlzZ9y7dw+hoaE4d+6c0dj5qHLiIhQKjd4q0icuarUad+7cwQsvvGA3XcWXL1/Go0eP2GkDGIbB4cOHERgYWOMfDnvsFo+Li8OtW7fYkvE6nY4tGW8sOdEfG/30C61bt0ZSUtJzjw0XzD1Plq7PRVstvca4ZI/Xr6W4vK1jUXLSunVrCAQCNGrUCL169ULv3r3Ro0ePenkirl69ivv37/OuoJyLi0u1PTQuLi7QaDRo1qwZvL29ja7j5uZWLx6xMzURszcVExeBQAClUom///4bLVq0gLu7O5u0VB7zIhKJIBQK7frRaXpzr58cpa2O0k6A2+TEohFDe/fuxcmTJ5GUlITffvsNu3btglgsRpcuXdCnTx/07t0bwcHBluyal5o1a4abN2+iuLgYxcXFKCkpqfJVXFyM0tJS9v8VXystLUVxcbFVn/hQKpVQKpV48uSJRdsLBAK2l6byv6beoqKns7hTuc6LVquFQqGAQqEwWM/YRI3As/lU9AlMxS99ElPxX3tOZAgh9ZNFyUnr1q3RunVr/OMf/4BcLsfp06eRlJSEv/76C1999RWWLFmCkJAQ9OnTB3PmzLF2zDYhEong6ekJT09Pi/ehUqmMJjbGEh19UlP5e2sNrGQYhv15ltI/wve8r+LiYrRu3brKrSupVFplrIVOp8P+/fsxdOjQetGzwzVjxeoA02ecBmDQA1M5mbGnWjB8wDAMLly4gIiICJsnfeXl5ViyZAnmz5/Pybnjev/EsdX6WSs3Nzf0798f/fv3R35+PuLj4xETE8M+vVBfkhNrcHZ2hrOzM1vzwFwMw6CsrIztiTGW0JSUlODp06fsI7ZlZWUGPTuVP3nXhlqtRn5+PvLz8y3eh77ugT5ZKS0txe3btxEfH4+IiAijvTn6dT08PKzWFkdQUyJTuVfPWCKjv21UMYnR30LSv6b/f8VbTI6UZCYnJ2PatGlYv349unfvbtNY5s2bh+XLl6OkpATLli2zu/0Tx1ar5CQnJwfnzp1Damoqzp07h3v37gF49kmsffv2eOmll6wSJHlGfytGKpUiICCg2vVqGoehVqtRWlpqkODExsYiMTERnTp1Qnh4+HN7c/TVL62hrKwMZWVlePz4scHys2fPmjRfjpOTE1xdXdGwYcPn3pKqfOtKn+DQNAtVGUtkjPXGADDoITD2/8q3mPQJS8VEpmIyo9Pp7PacVJzjxdbJSXx8PBiGwc6dOzlJHrjeP3FsFiUnn3zyCc6ePcsW1dE/Yvr222+ja9eu6Ny5c72pcVLfSCQSNGzYEGfOnGHn1snKygIAFBUVITAwEIGBgdXO3cMwDBQKRbW3pIqKinDlyhUUFxdDpVLh3r17KCsrg0QigbOzM5RKJVsPwhq0Wm2tb0+5urrWON6mYk+NsbE57u7uNu/Ct6WKCYyx8fXmJjUqlQpZWVmQSCRwd3evktRUTGb0VVltNRiYT3O8qNVqjBw5EkVFRQCAv//+GwBw//599OzZEwDQoEED7Nmzx6BuFV/2T0hFFiUnu3btAvCsS37s2LGYPHkyO2Ec4T+VSoVt27YZzK3j6+uLrKwsLF++nJ1bp0+fPlV6XgQCAdzc3ODm5mb0nFee+0YsFiM4OJide8TDwwNt27bFihUroNFo8PDhQ7z77rsGt5v0n571RCIRWrVqBblczvbiGPtjZyn9QFNLBxcLhUKDnhhLBhc74pt5dUmNVqtlk1hjf9CNJTUVl1W+pfS8L2O9OaZSKpWIiYnB7du3odFoIBQK0axZM2RlZeGTTz6BUChEy5YtMWTIEM6f3Hj8+DEOHz5cpVCkTqfDX3/9BeDZ79Ljx4/RtGlT3u2fkIos7jlJSUnB2bNnsWnTJmzZsgVt2rRB165d0aVLF3Tu3BlSqdTasRIr0c9P85///Ad//fUXnJ2dIZVKodPpoFKp0KNHD/z73/+26NFcU/etH3fTpEkT/Prrr5g5cyYePHjA1vvQaDTQ6XQIDg7G2rVrIZPJDH6OfnDxkydPcOPGDXh6erK3rGoaj6MfZFxxorba0ul0KCoqYj9RWsLZ2bnGJMbV1RVKpRLNmzdHo0aNqrwulUodZmyHpT01es9LbvSPb1dMYPTfV37EWyAQYPXq1Vi3bh1SUlLg4uLCjp1SqVR4+eWX8cEHHwAAO/VDxX3pJ6nTF/SrTa9P06ZNceTIEbz++usoLi5mj40+0ffw8MC+ffssThyaNm2KP/74AyNGjGB7Kit+kKjt/gmpqFazEjMMg+vXryM5ORkpKSk4f/485HI5+0n3pZdewty5c60Zb52z5dw6luJibh1zmbtvS+fusbTOiU6ng1wuN0hcqntKqrpHxvUzIfOFvuempjE2xv6v/3JxceHF7Sl7rF2j0WgwceJE5OTkQCwWo7y8HIGBgfjll1+Mjp/RH2elUonMzEyEhISwx1+fuOhvW1X+0m9fMdGpuKysrAx9+vSp8jOTk5MNbkFWt8+K8VX+PwAUFxejZcuW0Ol0BlWS//777xo/lMrlcty6dQsymaxe1/9wtDon+sJ6vKhzoicQCBAWFoawsDBMnToVGo0Gu3btwoYNG3D9+nWkp6fbfXJSn1WcW8fT05N98ubOnTu1rrJq7r4rz92j0WjYuXu4qEArFArZwcWW0vfUVDd42JQvaya8+oHOFSdDNIdYLDap5k11y6VSqc0mW7O1O3fuICcnB3K5HI0aNUJRUREePnyI27dv1/i7pNVqoVKpoNVqa30t6JOIn376CQ8fPqyStKxcuRJvvfVWlfVN2W/Fr23btsHNza3K8vXr12PixIkG21X87KtUKvH06VM8efKE/cBReR39/6t77L1y7JU/W1f3RNrz2gfAoJesYqJmbN2K31deV6VSgWEYgw8v1bXDlHhNiaOmfdS2h1jfM6ZPRCsmpAqFAkqlEoWFhVAoFFXWYRjG4uu61u8k9+7dQ3JyMs6cOYPU1FS2O/GFF15Ar169art7wiEu5+4xd998m7vHFBKJBN7e3vD29rZoe4ZhIJfLjd6KqpzoPH36FDk5OdDpdOzj4SUlJeygZmvQaDQoLCxEYWGhxfvQzztlzhNTFZMde/2kyfU8WKbQ/8HYs2cP5HI5vL292TokBQUFiI+Px6RJk2r9c3755Rfcv3+/yv5//PFHDBs2rNrtFAoFCgoK4OXlxfseMUt7EAUCARQKBbKzs+Hs7Mz7dpqqugRHoVAgJycH7u7u1bZVp9NZdDwtrhCbnJyM5ORkPHnyBAzDwM3NDS+//DJ69eqFXr161fioK+GHrl27IiQkhJ1bZ+7cuejevTv8/PzqfN+DBw/Giy++yM7ds3PnTnbunvpKIBDA3d0d7u7uzx1QXt2tDq1Wa7T3pqYenIq3pkpKSqw6uFgul0MulyMnJ8ei7UUiEaRSKZydneHl5YUGDRqY9MRUxeW2GFzM5e+SuYYOHYo2bdpgyZIlEIlEOHXqFObPn4+WLVvaxf75wNLeBv0s5lqtFjqdrt7PRl558lNrsnhuHQBo3rw5m4x07tzZarUJzp8/j5UrV+L69etwdnZGnz598OGHHz73E2p5eTliYmIQHx+PnJwchISEYNq0abX65F2fx5zUB47SVq7ayTAMVCqVwXgbU25LVUxwSktLOXuDskR1807V1INT8cvd3b3OBhc7yvULOE5bHaWdgGltLS0thUAgQMeOHc3at0U9J59++il69eqFJk2aWLJ5jS5cuIA333wToaGh+OCDD1BcXIxNmzbh3Llz2LVrV41jBJYuXYotW7Zg5MiR6NChAw4dOoTZs2dDq9XW2N1oCwzDIC0tDWFhYc/t8jJnXb4xtxy9uW1lGAZ3795FaGioNcKtU1yeV1OPu0AggIuLC5ydnZGbm4v27dubHYv+VpOxp6RKS0tRVFSES5cuwd/f32gCxNd5pywdWOzp6WnyvFPl5eWIj4/HRx99ZNL65lwzXP/uccmS9wG+xG4uR2qrOSxKTqKjo60dB2vZsmXw8vLC9u3b2fLkYWFhmDZtGnbv3o0333zT6HYZGRnYunUrJk2ahAULFgAAxowZg+joaCxbtgyDBg3iVdXJixcv4vPPP8eiRYsQERFhtXX5Ji4uDosXL4ZCocD48eOfu765bb18+TLWrFkDPz8/dOvWzRoh1xkuzyvXx70ifZ2X6qYT+PXXX5GcnIwFCxZUG4tarWaTlb/++gvr16/HmDFjEBgYaPRWVMWv/Px8q07LYI15p8RicY3JjD75SUxMxF9//YXCwkJMmzbtuYOLzTlPdXkNWJu5sfApdnM5UlvNwauh9Wq1Gp6ennj99dcN3ui6du0KAEhPT69224SEBDAMY5A4iUQiREdH49///jdSU1PRo0cP7oI30+nTp/HkyRMkJyc/9wIzZ12+OXDgADQaDQ4ePGjSG6S5bU1JSUFhYSFSU1PtLjnh8rxyfdytHYtEIkGjRo3QqFEj7N27lx35P2bMmOfu/80330RKSgq6dOmC5cuX13iLyljNG33iY+3BxebMO3X48GEcPnzYYJl+cHHFnplHjx7h/v37WL58OXr37l3jLaqEhATeXAPmMjcWPsVuLkdqqzl4lZxIJBJs2LChynJ9UhIYGFjttmlpaZBKpWjevLnB8rCwMADAtWvXbJqc6HQ6HDp0iH0DPHHiBFQqFU6cOMEOhtSXjAdg8rp8K7yl1WqxbNkyFBcXAwCuXLkC4FkPx8cffwwA8PT0xJw5c+Dk5GTWcdEXfKq4flJSEtRqNU6ePMmWC+frsTG3rebg+rjXZSzPO6fV7f/atWtYuXJllf2bSqPRGJ0J3JzHw60571RNg4vPnz+P8+fPm7SflJQUdO3aFWKxGK6urujUqRObyGRlZUEkEsHFxQXJyclQKBQ4fPgwpFIpO3anLn6Xavs+YE/vkY7U1tqoVRE2ruXk5ODChQv45ptvoNFosHv37mqfahg1ahSUSiUOHDhgsLy0tBSdOnXC+PHjsWjRIrNjuHr1KhiGgUgkqtUbj1KpxHvvvWdQMt7Dw4OtVKovGb927VoAMHldFxcXoz/r4cOHaNy4sdHXuVRYWIghQ4ZALpezgyT1RdiA/5W///333+Hl5WXWcXFxcTG6vn45wzBwcnJCSEgI1qxZU23brXWf1txfHXPbWnnbms4p18fdHNaIpeI5rRyLufuvK/raFvqkpuJtKP3/Hz9+jNjY2DqLqbaEQiG8vb0NbkXp6wNVnLKh4hidiq+7ubmxfzBruoat8T5greu3tp73u+pIbQWefVgRCoVmD4jlbXKi1WrRvn17lJeXQyQSYcmSJRgxYkS16w8cOBDu7u7YvXt3lf2EhYVh+PDhFs2cefXqVajVauTm5tb6kcunT58iPj4eV65cgUQigZubG+RyOdRqNdq3b49x48ahYcOGAJ5Nwrdz505cu3aNXVehUECj0aBt27YYPXo0GjRowO678pwgxh7xqqnCZE1FjSoXSXreJfPgwQOsX78eT548YWek1T/p5OPjgxkzZqBJkybszywuLsbu3btx/fp1SCQSuLq6QqFQQK1WIywsDK+//jo8PT3Z/RcVFWH37t1IS0szuv7o0aMN1jdWAdNaqjseFYtLVXz96dOn2LVrF65evcrOqCyXy6HRaBAWFoaRI0eiQYMGVbbVP6JobLne33//jf/+97/sQFB9Qs0wDHx9fTFr1iwEBwez2xUWFmLHjh24fPkyxGIx3N3dUVZWBpVKhfbt2yM6OtrgGjNHZmYmli1bhtzcXAgEAjZ5YBgGfn5+mDt3Lpo1a8auX1hYiG3btuHSpUvshH9lZWVQq9Xo0KEDJk6cyP5uWLJ/Prly5Qq++eYboxWGnZ2dMXv2bDRr1gxyuRxlZWXIzc3Fn3/+iczMTPb3SaVSoby8HFKpFA0aNIBKpWJr5vDpqcKKc3G5u7vX+C/DMEhOTsa9e/fYa0CpVEKj0Ri9Bsy9ZvjE3Njtua1BQUFwdnauP8mJUqnEH3/8AaFQiPj4eJw5cwazZ8/GtGnTjK4/cOBASKVSdlJCvfLycrz44osYOXIkvv76a7Pj0PecNG7c2KI/bJUPr1arxTvvvIPc3Fx2Dhk/Pz/ExMTAycnJIGnQaDR48803kZOTw1ZN9ff3x/bt2yEWiw3+2FauxPjgwQMEBwfXeSatp1Ao0KlTJ8jlcnYOEVdXV1y+fNnokwwajQbDhg1DdnY2e1yCgoKwf/9+o13zGo0GQ4cOxcOHD9lEoHHjxvj99995X6VUo9FgxIgRePz4McRiMbRaLQIDA7F3716IRCKj2+jPadOmTSGRSIxWYtR/cn/11VehVCohFArZaQAOHz4MZ2dndj19oqNWq/Hee+8hNzeX/QPv6+uLtWvXVrm2ysvLodPpUF5ezv6/ospJrEqlwqBBg9juaJ1OB2dnZxw5csRoLRKtVos333wTjx8/Zs9pQEAAtmzZYvS4KJVK9O7du8qUB4mJiSY/LWMrJSUliIyMrLL89OnTRgvR6Y+N/r1Aq9XC39/f6LEpKirCq6++ajD7t1gsxkcffWTQs1NxXE5aWho0Gg2ndSssJRAI4OXlZbSXxt3dHYcPH0ZZWRk7R5G3tzeWLl3K1sjRz2xdV0ztuTbnnFqyfl3gsufEpHfxX375xaydVlTd0zXP4+Liwj7+O3jwYEyYMAFr167FuHHjjHbVurm5Gf0koh/FX5sy5QKBAI0aNbJ4+4ouXbqEy5cvo7S0FH5+fsjNzcWjR4+QnZ2N8PDwKuteu3bNYN28vDzcv3+/yrqVabVauLi42Kzi5v79+5GVlQWdTscmG0KhEEeOHMHYsWOrrH/p0iVkZmaybS0oKIBarUZGRobRtl66dAn3799HaWkpPD09UVxcDK1WW+36fHLp0iXcu3fP4LyWlZXh3r17Ncau1Wrh7Oxc4zmNjY1Fenp6leOelJRk9LhfvnwZN27cQFlZGXx9ffHkyRMUFhaiqKjIpLkw9ElOxXlW9N8fPnwYjRo1gpeXl0EsGRkZ6Nu3L1ukSv9148YNuLi4wNfXF66urigpKYFAIEBubm6VAl8Mw+DkyZNsT4I+mVer1Th9+jRvqwrrbdmyxejy3bt345133qmyPD09HYWFhdBqtWjQoAHy8/NRWFiIrKysKhVojx07xvby6o97eXk5fH19jR6X9PR0TJ8+nS29n5eXB1dXV3z11Vfw8/MzeSqGil/WfnqqoKAABQUFJq1fUlKCCRMmGCxzd3c3+sRUdYX8rDHvlIuLS411Tsw5p5asX5dqamtpaalF+zQpOVmyZEmVORBMIRAILE5OKhIKhYiKisLFixdx9+5ddO7cuco6QUFBOHv2bJXlubm5AGCTSo3GnDx5EhKJBFOmTMGsWbOwYsUK7Nu3D4mJiVX+MJmzLt/ExcVBKBSiQ4cOWLduHaZPn44rV64gNjbW6B9Jc9uqX3/ixIkYOHAgDh06hIMHD9rFseHyvJp73BMTE8EwDN544w2DWI4fP25ScqK/lWjsk9vWrVvZZPH777/HjBkzcO3aNezZs8doLAcPHoSzszNee+01vPLKK0hMTMTJkyeRlZXFTmSnT2T0tR6aNWuGli1b4sMPP8SyZctw8+ZNnDt3DsOGDavxFpitewd+//13AIC3tzfeffddrF+/HoWFhdi/f7/R5MSc8vjmTgVR3b4zMjKM9u6YQqPRVHliKj8/H/fu3YOLi4tB4b+KX9nZ2ewUKNY8R2VlZSgrK6v1vFOmFPVzdnZma/f4+Piw61Tu0TV3ygM+TJFQl0xKTpYuXcp1HACA+/fv4+2338a4cePwj3/8w+A1ffZVXddRWFgYjh49iqysLIPicGlpaQCA9u3bcxS1eXr16gWZTIaBAwdCIBBg+fLlGDBggNEnkcxZl2/GjRuHjh07Yv78+RAKhUhNTcWSJUsgk8mMrm9uW/XrR0ZG4saNG1i6dCkGDx5sF8eGy/PK9XGvTSynT5+uMZauXbsiODiYPacff/wxevTogcDAQKO3afr164emTZvi448/hlAoRGRkJFauXImWLVsiNDSUvQVV3b8Vv/TlxoGqyQwXiYy+BPynn36KzMxMHD16FF9++WW1JeDNKY9v7lQQXJTeF4vFVeadUigUCAkJqbGa6I0bN5Cbm4uePXtCqVSiuLgYJ06cgIuLC7y8vAySndLSUvz999/Iz89ne9pKSkqQl5cHpVJp1d4ba807VbFXRiAQwN/fH3K5HFu2bEHDhg0RGRkJhUKBxMTEKtM1dOnShTdTJNQFXo050el06N69O6RSKfbv389ewEVFRRg+fDgYhsGxY8eMfkq7e/cuXnvtNUyePJl9XLG8vBzR0dF4/Pgxjh49atFYBEune7YlR5uy2xHa6ijtBGzX1opzolT+t2Iio/++uuTFnKSGSp1zp7y8nE1mKic1lSsUV/fIuDXnnaotfbHDmmYMf94tKmvPO8W78vXPo9Vq8fTpUyQmJuL11183eTuhUIhFixbh/fffxxtvvME+Hvzrr78iLy8P69atg0gkglwux5EjR+Dj48PWLmnRogXGjRuHTZs2obS0FOHh4UhISMDFixexYsUK3g+SJITYllAoNOvNu+J4Gf3U8JX/X7mHpuJAYoZhIBQKIRKJ6nUZclsRiURo0KCBxU+c6Qd1G0tgKic7ladrKCwshEKhQFlZmdV63nQ6HYqKilBUVISHDx9atA9nZ+dqE5jKPTWVCwB6enrW6bxTFv3FLi8vx/Lly/H777+jsLCwxkfXzElOgGdP3Xz//ff44Ycf8O2330IsFqNTp05YuXIle2umoKAAc+bMQdeuXQ0Kq3366afw8fHBrl27sH//fjRv3hyrVq3CwIEDLWkmbzAMgwsXLiAiIoLexIhJzL1m+HSNMQyD9PR0k++jc9nWmtYVCoVV3qhN2XfF20tlZWVQKBTw9/eHWCw2uM2k1WrZ91b9HzidTofr16+jTZs2Nj9P9syU+Wn09Xb0g7RNVbE3wdnZGWVlZdVOnFlcXGx0aoaKy4w96GEplUoFlUqFvLw8i7bXz6SuT2D0yYq/vz+8vLyM9uCEhYVZ9PScRcnJhg0bsGnTJjg7OyM0NBT37t1Do0aN4OnpiaysLCgUCjRq1AjvvvuuJbtHv3790K9fv2pfb9KkCW7evFlluZOTE2bOnImZM2da9HP5Kjk5GdOmTcP69evRvXt3W4dD7IC51wyfrrGUlBQsWrQIQUFB6Nu373PX57KtXOy7YlKjr+OkL1hWWeXelwsXLuCHH37ARx99hDZt2kCj0bD1XSreTuLR3Xpeqqv5aZ4375Qp1Gp1tVMx1NSbU/F1a9W+YRiGLTBoqr1796Jp06Zm/yyLkpOEhAQ0aNAA+/btg7+/PyZPngwfHx8sX74cKpUKixcvxs6dO6sd3EXMc/ToUTx69Ah//vmnzf9wEPtg7jXDp2vs+PHjyMvLw4kTJ0xKTrhsq62Poz6R0U9aeuLECVy9ehVnz541ODb6XpaK/1b+f10O+OU7e5qfRiKRVBlcbA6GYdgCfdUlODXNR1VSUmLVeadMZVFykpWVhaFDh7Kl5Nu1a4eEhAQAz+5pLVq0COfOncPPP/9s8zc6e6TT6bBz5042O01ISIBSqURCQgI714hUKsXo0aPr1VwKxHLmXjN8usYqx3Lo0CGoVCocPHiQfcKkNrGbsz4AXh3Hyvv//fffUVRUhD179rC3GvT7d3JyqrH7vPIAX51Ox9ZA0Wq11fbCVPzXXjnq/DTA/27FuLu7Vzv9y/NotVqDW0/6pCYvLw+ZmZlwdnZmC/xV/rK0QJxFT+t06NABb731FmbPng0A2LVrFxYsWICzZ8+yxc6++uor/Pnnnzh27JhFgfGFLZ7WkcvlGDRoEG7dusVW12vQoAGKioqg0+ng5OQEmUyGgwcPGu0Kpic76p/ntdPca6a215i121YxFoFAwE5JoJ8vqTaxm7M+gDo9jtY+r7WlH8xbsRem8iPX+i/9+vp/n/enxJZPJikUCkydOvW589P8+OOPtY6NnsAyZOnTOhaliEFBQcjIyGC/189hoZ89GHg2/sPUin7EkJubG2JjYxEVFQWJRGIwaloikSAqKgpxcXH1+o8xMY+51wyfrjFjsbi7u1stdnPW59txrOvzpJ+nyNnZmR346OXlBR8fH/j7+6Nx48Zo1qwZQkND0axZMwQHByMgIAB+fn7w8fFBgwYNIJVK4ezsDJFIBJFIxM7dxcXcVqZydXXFypUrERkZyc4jpR/QKRaLERkZif/+97/1PpmwJxb1nHzzzTfYsmULFi5ciJEjR0KlUqFHjx6IjIzEqlWrUFxcjNdffx0ikQiHDh3iIu46Y8s6JxqNBt27d0dWVhZbhrpJkyZITk6u8dFoR+lNABynraa209xrxtJrjAv6WB48eMAuCw4Otlrs5qxfV8eRq/PKBwzDGIx7KS0txd27d9GkSRN2rjBj9WK4vIWk0Wgwfvx4PH78mJ2fJiAgALGxsVY7jtRzYqhOe07eeecdBAQE4NNPP8WuXbvg5uaGsWPH4o8//kDPnj3Rr18/ZGVlsXPjEMukpaUhNzcXarUa7u7u7OzI+qq3hFRm7jXDp2tMH4tGo4Grqys0Go1VYzdnfb4dRz6dJ1MJBAKIxWK4uLiwtTTc3Nzg6+uLxo0bIyQkBM2bN0dwcDCCgoIQEBAAHx8feHt7s+uKxeIqvS+1cefOHeTn50Oj0cDNzQ0ajQb5+fm4c+eOlVpNrMWi5MTb2xt79+7F7Nmz2R6FDz/8EG+88QZUKhWcnZ3x9ttvVylBT8xTcQ6WI0eOYPLkyZBIJEhMTLR1aISnzL1m+HSNVZwvae3atYiOjrZq7Oasz7fjyKfzVBuVZ7IWCoXsZJYeHh7sLaSAgAA0adIEzZs3R7NmzdCkSRMEBgaiUaNGaNiwIaRSKSQSidmJS8X5aTZt2oRRo0ZBLBYjNTWVqyYTC/GqfD0f2fK2zuXLl/Ho0SN23hOGYXD48GEEBgbWOEGco9zqABynraa209xrxtJrjAv6WPRz67Ru3RpJSUlWi92c9evqOHJ1XvmIi9/Vik8a6Z82Ki8vZ7+v/OTRzZs3kZOTg549e7LHMSkpCX5+flabPI9u6xiy9LZOrZIThmFw6dIl3LhxAyUlJfDy8kL79u3RqlUrS3fJOzS3Dr85SlsdpZ0AtbW+skVbKz9xVHHOpMrLjD1CbQlKTgzV+dw6p0+fxsKFC9nBa/qTKRAI0KZNGyxevBgvvviipbsnhNSCuSXddTodtm/fjgkTJphU54FP5e65jL0ujqM5pfq5xKdzai1OTk4mDXQ11gOj1WqhVqvZ2i/Xr1/nzXl6Xun9+sCiMScXLlzAu+++i+zsbIwYMQKfffYZ1qxZg6VLl2L06NG4e/cupkyZgnv37lk7XkKICZKTkzFlyhQkJyebtP7GjRsxdepUbNy4kZP9c4nL2Lk+jvpS/SkpKSatzyU+ndO6JhKJ4OzsDKlUCi8vL/j6+iIwMBDNmjVD8+bNkZeXh/Xr1+Px48fw9vaGh4cHXFxc2DEv+nEvdeHixYuYN28eLl68WCc/z1YsSk5Wr14NJycn/Prrr1i6dCneeOMN9O/fHyNHjsSXX36JX375BQqFAqtWrbJ2vIQQE1Qso26K2NhYqNVqxMXFcbJ/LnEZO9fHsWKpflvj0znlE6FQiD/++ANnz57FqVOn4OPjg8DAQDRt2hShoaEIDg5GYGAgfH194e3tjYYNG8LT09NgwK41k5eKpffrM4tu61y9ehVRUVFo27at0dfDw8MxcOBAJCUl1So4QohpzC2jrtVq8dFHH+Hp06cAgNTUVDAMg5SUFEyZMgUA0LBhQ3z77bdwcnLiVbl7LmMHzCtfX9tYnleqn0t8Oqd8U92x2bdvHwICAgD879g4OzsbTBvg5uaGp0+folmzZnB2djaoqmvsC/hfhV1jY10ctfS+RQNiu3Xrhtdeew0LFiyodp1FixbhwIEDvOiurA0aEMtvjtJWa5c5z8vLQ8uWLdny3QDYolQA2PLed+7cgY+PT52WUX9eW7mMHTCvfH1tY3leqX4u1XVpfHv6Xa3NsTGnnfrBuRW/9GNe1Go1dDod5HI5pk+fjtu3b0Oj0XBaet9cvCvCNmjQIOzfvx9ZWVlGX3/y5AmOHDmCwYMHW7J7QoiZzC1z7uPjg5MnTyI0NBQCgQAikYgteCUQCBAaGsp2YVuyfy5xGbstjmNNpfq5xKdzyjd1dWyEQiEkEgnc3Nzg6ekJb29vdpqA5s2bo2nTpmjRogU2b96MN954Ay1btsQLL7yAZs2aISgoCA0aNECfPn3qZel9i3pObt68iXnz5uHBgweYNGkSunTpAj8/P6hUKly5cgU//fQTSkpK8Omnn1aZJbNfv35WC74uUM8JvzlKW7kqcy6Xy+Hr6wuFQsHWfXB1dUV+fj5cXFxqvX8u28pl7HV1HE0t1c+luiqNb4+/q5YcG67aqdFoMGjQIDx58oRNRPz9/RETEwPgf49N63tgrPVodE149yjx8OHD2V/A77//vspAH/2B+PDDDw2WCQQCg8kBCSHWVbHMecOGDZGbm8uWOTdWrGv//v1QqVQAwM53olKpsG/fPowdO7bW++cSl7HX1XHUaDTw9PREcXGxzY4jn84p3/Dp2KSlpeH27dsoLS2Fn58fG0t2djbat29vsG7FR6P1j0NXvGVkzmzStmLRbZ333nsP7733HmbMmIEZM2aw39e0XP89IYQ75pY5j4uLg1AoREREBE6dOoWIiAgIhULExsZaZf9c4jL2ujqOppbq5xKfzinf8OnYGItFJBIZfdKr4qPR3t7e8PPzQ1BQEPtodOUnjCo/Gs2H+ikW9ZzMnDnT2nEQQqygV69ekMlkbJnz5cuXY8CAAQgMDDS6/rhx49CxY0fMnz8fQqEQqampWLJkCWQymVX2zyUuY6+r46gv1b906VIMHjzYJseRT+eUb/h0bKwVi34+o8pDLoBnA3T1vS2V/63r3pZaz61TVlaGW7duoaioCL1790ZRUREaNGhgrfhsjsac8JujtNVR2glQW+srR2lrfWwnwzBsolLxyaKSkhLcuXMHTZs2hbOzs9ExLnX6tA7w7HG+f/3rX3jppZcwYcIE/POf/wQAbN++Hf3796dZHondYxgG58+f5+092ZpwHbtWq8X06dPZR2atSV/SnQ/H3dzjaM/XDCHVEQgE7G2ihg0bsjNHN27cGI0bN0bTpk3ZmaN9fHzg5eUFDw8PuLq6WnyLyKLkpKCgAGPHjsWBAwfQvn17vPjii+wvo6urKx49eoR33nkHN27csCgoQvjAnst5cx37W2+9hfXr1+Ott96y+r7tuaS7PV8zhFhCo9FAJBLBxcWlSvn/4OBgk+c3qsyi5GTVqlXIycnBDz/8gO3bt6NPnz7sa5MnT8ZPP/0EnU6HdevWWbJ7QnjBnst5cx37gQMHDP61Jnsu6W7P1wwhfGLRgNhjx45hwIAB6NWrl9HXX3rpJbz66qs4f/58rYIjpC7ZczlvrmNXKpXo3r07SkpKAIAt1/706VO88MILAAAPDw+cPn3aaF0Pc2K3p5Lu9nzNEMJnFiUnhYWFCA4OrnEdf39/FBQUWBQUIbagVCqxdu1ag5LVgYGByMjIwNy5c9mS1UOGDOHdQDeuY79//361s6DeuXPHYL1WrVrVKnaBQABfX1/cv3+/zo+7ucfRnq8ZQvjMolQ+ICAA169fr3Gdq1evshMkEWIP7LmcN9ext2rVCvHx8dXeO3ZycsKuXbvMTkyqi91eSrrb8zVDCJ9ZlJwMHDgQp0+fRnx8vNHXN2/ejHPnzqF///61Co6QuhYQEIANGzYgKCgIZWVlyM3NRVlZGYKCgrBx40Z2FlA+4jr20aNH49GjR0Zfe/LkCUaNGmXxvivHXlBQYLPjbu5xtOdrhhC+sig5mTZtGlq2bInPPvsMw4YNY2fz/PjjjzF06FB8/fXXaNq0KaZNm2bVYAmpCxVLVru7u0OtVrMlq/mO69i//PJLo8sXLlxY631XLOnu6uoKjUZjs+Nu7nG052uGED6yKDmRSqXYsWMHxo8fj6ysLNy9excMw2Dv3r24f/8+RowYgR07dsDT09Pa8RLCOT6VrDYX17Hv3LkTwLOSAZs2bWIn+6quF9Uc9lzS3Z6vGUL4yOIpJ6VSKT7//HMsWLAAGRkZKC4uhpubG0JDQyGRSKwZIyF1ik8lq83FdexjxozBtWvXcOjQITg5OWHixImIiopC27Zta71vey7pbs/XDCF8VOvy9RWVl5cjKysLPj4+cHd3t9ZubYrK1/Obo7TVUdoJUFvrK0dpq6O0EzCtrZb+DbX4wfuUlBR88MEHKC8vBwDcuHED/fr1Q1RUFLp37441a9ZYumtCCCGEODCLkpPTp09jypQp+OOPP9jR+/Pnz8fjx4/x0ksvoXHjxli7di1+++03qwZLiKPier4Ze55Dhk+xEMI1R7neLUpOYmJiIJVKER8fjyZNmuDmzZu4fv06evbsiZ9//hl79+5FaGgotm/fbu14CXFIXM83Y89zyPApFkK45ijXu0XJybVr1zB48GB2ENyJEycgEAgwaNAgAIBEIkFkZCRu375tvUgJcWBczzdjz3PI8CkWQrjmKNe7RU/rqFQqeHh4sN+fOnUKANCjRw92mU6ns2gmQkII9/PN2PMcMnyKhRCuOer1blH20LRpU1y+fBkA8OjRI1y8eBEtW7Zky9Wr1WokJiY+d/4dQohxXM83Y89zyPApFkK45qjXu0Vp1oABA5CamopJkyZh4sSJKC8vx+uvvw7g2S2e8ePH4++//8bYsWOtGiwhjoLr+WbseQ4ZPsVCCNcc9Xq3KDmZPn06xowZg/PnzyM7OxuvvfYaJk2aBAA4f/48bty4gSlTplByQkgtcD3fjD3PIcOnWAjhmiNe7xYlJ05OTvjyyy+RmpqKs2fPYvny5RCJRACAsWPH4uTJk5gzZw4EAoFVgyXE0XA934w9zyHDp1gI4ZqjXe+1Gj0jlUohlUoNlgUHB8PHx6dWQRFCnuF6vhl7nkOGT7EQwjVHu97pcRpCeIzr+WbseQ4ZPsVCCNcc7XrnZXJy5coVrF69GhcuXIBarUaLFi0wefJkjBgxosbt4uPjsWDBAqOv7d27F23atOEgWkK4Ex4ejvDwcMjlcgCAQCBAVFSU1fev97z9m7s+l/gUCyFcc7TrnXfJyd27dzFp0iQ0aNAA77zzDtzd3XHgwAHMnTsXhYWFmDJlSrXb3r59G25ubli4cGGV14KCgjiMmlgLwzC4cOECIiIirD5mict9c01fvr5169Ymr29OW+352HBJp9Nh+/btmDBhgt3VkKBzSuwZ737bvvnmGwiFQsTHx2PatGmYNGkStm3bho4dO2LVqlUoKyurdtvbt2+jefPmGD58eJWvBg0a1GEriKW4LM1sz2WfzS1fb8/l6Plk48aNmDp1KjZu3GjrUMxG55TYM14lJ+Xl5Th79iwiIyMNHo0SCoUYNGgQOz1zdW7duoUWLVrURaiEI1yWZrbnss/mlq+353L0fBIbGwu1Wo24uDhbh2I2OqfEnvHqto5QKMS+ffuMdkEWFBQAAPvIsrHX8/Ly0LJlSwDPquqJxeJq1yf8wGVpZnsu+2xu+Xp7LkfPJ1qtFh999BGePn0KAEhNTQXDMEhJSWFvKTds2BDffvst76bnoHNK6hMBYwfzLsvlcrz66quQy+VITk6Gs7NzlXXOnDmDt956C4MHD0Z6ejoyMzMhFovx6quv4pNPPoG3t7dFP/vq1atgGIZNeuyBQqFAZmYmQkJC4OrqautwaiSXyzFy5Ejcvn2bLc3coEEDFBUVsfMzvfDCC9izZ4/RCog1tbW2+7YlY7G7urpCoVAYjd3ctvL52Njy+s3Ly0O7du1QWlrKTknv5OQErVYL4NkgRKlUiqtXr1qlZII128rncwrY1/tSbThKOwHT2nrnzh0IBAK0a9fOrH3zPjlhGAYffvghEhISMHPmTMyYMcPoelu2bMHixYsRGBiIqVOnIiAgAGfPnsWWLVsQEhKCnTt3WvQLefXqVajV6to2g9QgLy8Pa9euxZkzZ+Ds7AwPDw+UlJRApVLh5ZdfxowZM9CoUSPe7Ztr5sbO9fqO4tatW5gzZw6ys7MhEAggFouh0WjAMAyCgoKwfPly3n5YoXNK+EgikdSv5IRhGHz++eeIjY1F165d8dNPP0EsFhtd98KFC0hMTMSECRMMxqts27YNX3zxBebOnYu3337b7Bio56RuaDQa9O3bFw8fPmT/GDRu3BjHjx+vsfvclLZaum8+0MeelZUFgUAAhmHQpEmTamM3t618PDZ8uH7lcjmaNWsGhULBHndXV1c8ePAALi4uVvs5XLSVj+cU4Md5rQuO0k6A254T3r4zq9VqzJ07FwcOHEC7du2wbt26ahMTAIiIiEBERESV5WPHjsWSJUtw5swZi5IT4FlXLt+6/U3h6upqN3FfunQJeXl50Gg08PLyQm5uLvLy8pCRkWHwbH91amprbfdtS/rYtVotPD09UVxcXGPs5raVz8fGltfv/v37oVKpADy7raPRaKBSqXD06FFO5gyzZlv5fE4B+3pfqg1HaSdQc1stfYydl6OiFAoFpk+fjgMHDqBz5874+eefq5TJN5VYLIanpydbxIrwE5elme257LO55evtuRw9n8TFxUEoFCIiIgKnTp1CREQEhEIhYmNjbR3ac9E5JfUB73pOtFotZs6ciVOnTqF3797473//a1I36vz583Hp0iXs37/f4AmdwsJCFBQUoHfv3hxGTWqLy9LM9lz22dzy9fZcjp5Pxo0bh44dO2L+/PkQCoVITU3FkiVLIJPJbB3ac9E5JfUB75KT1atXIykpCX379sWqVatqvJVTka+vL+7evYvff/8dw4cPZ5evWbMGADB06FBO4iXWwWVpZnsu+2xu+Xp7LkfPJ5Vv3QiFwmqnxuAbOqekPuBVcpKfn4+ffvoJTk5O6NmzJw4cOFBlnW7dukEqleLIkSPw8fFBjx49AADvvPMOEhISsGDBAqSlpSEkJARJSUk4duwYxowZg+7du9d1cwghhBBiAV4lJxcvXmQf2/3iiy+MrrNx40aEhoZizpw56Nq1K5ucSKVSbNu2Dd999x327duH0tJSNG3aFPPnz8ekSZPqrA2kdmg+EON0Oh0OHDiAVq1a2ToUQgjhHK+Sk/79++PmzZsmrWtsPX9/f3zzzTfWDovUoeTkZEybNg3r16+n3q4KNm3ahMWLF6Nhw4aYOXOmrcMhhBBO8fJpHeK4aD4Q43bu3AmNRoNdu3bZOhRCCOEcr3pOiOOh+UCMqzzHy/nz58EwDM6dO8f7OV4IIaS26F2N2JRSqcTatWtx69Ytdj6QwMBAZGRkYO7cuXBycoJMJsOQIUMcpqARADx9+hSbNm1CSUmJwRwvcrkcmzdvhkAggIeHBz755BOrzPFCCCF84jgfRQkvubm5ITY2FlFRUZBIJPDw8ICnpyc8PDwgkUgQFRWFuLg4h0pMAMDHxwcnT55EaGgoBAIBRCIRnJycIBKJIBAIEBoailOnTlFiQgipl6jnhNhcQEAANmzYgO7duyMrKwtqtRoajQZNmjTBxo0bHfa2Rfv27XH58mX4+vqysxHr53i5evWqVed4IYQQPqGeE8ILaWlpyM3NhVqthru7O9RqNXJzc5GWlmbr0Gyq4hwv+srHKpUK+/bts2VYhBDCKUpOCC/QfCDG6ed46dChA3788UeEh4fbzRwvhBBiKcfsLye8Q/OBGKef42XWrFm4efMmkpKSsHLlSruY44UQQixFyQnhBZoPxDj9HC/6uXXsaY4XQgixFN3WqYcYhkF6ejr7CGp95ihtdZR28g3DMGyNGUJI3aHkpB5KSUnBokWLkJKSYutQOOcobXWUdvJNcnIypkyZguTkZFuHQohDoeSkHjp+/Djy8vJw4sQJW4fCOUdpq6O0k29oOgVCbIPGnNQDlUvAHzp0CCqVCgcPHkRISAiA+lMC3lHa6ijt5BuaToEQfhAwdDO1RlevXgUAtGvXzsaRVE8ul2PQoEFsCXiBQABXV1coFAowDMOWgD948KDdV1p1lLY6SjuNkcvlSE9PR5s2beq8bZWPu1AoRIMGDVBUVASdTmf1427LttY1R2mro7QTMK2tlv4NpdS/HjBWAt7d3b1eloB3lLY6Sjv5hqZTIIQfKDmpJ/Ql4IOCglBWVoaCggKUlZUhKCgIGzduhL+/v61DtBpHaaujtJNvKh/33NxcOu6E1DFKTuoRfQl4jUYDV1dXaDSaelsC3lHa6ijt5BuaToEQ26LkpB7Rl4CfOHEi1q5di+jo6HpbAt5R2uoo7eQbmk6BENuip3XqEX0J+MjISNy4cQNLly7F4MGD62UJeEdpq6O0k29oOgVCbIuSk3pEXwJeX+q8PpeAd5S2Oko7+YamUyDEtui2DiGEEEJ4hZITQgiv6HQ6HDhwADqdjpP903w5hPAfJSeEEF7ZtGkTFi9ejE2bNnGyf5ovhxD+o+SEEMIrO3fuhEajwa5duzjZP82XQwj/0YBYQohNabVafPTRR3j69CkAsLdczp07hylTpgAAGjZsiG+//RZOTua/ZdF8OYTYH0pOCCE29fTpU2zatAklJSXsOBAnJyfI5XJs3rwZAoEAHh4e+OSTT+Dj42P2/pVKJdauXWswX05gYCAyMjIwd+5cdr6cIUOGUFl6QniCPiYQQmzKx8cHJ0+eRGhoKAQCAUQiEZycnCASiSAQCBAaGopTp05ZlJgANF8OIfaIek4IITbXvn17XL58Gb6+vlAoFNDpdGAYBq6urrh69SpcXFxqtX/9fDndu3dHVlYW1Go1NBoNmjRpgo0bN1p0u4gQwh3qOSGE8ML+/fuhUqkAACKRCACgUqmwb98+q+yf5sshxH5QckII4YW4uDgIhUJ06NABP/74I8LDwyEUChEbG2uV/dN8OYTYD+rLJITwwrhx49CxY0fMmjULN2/eRFJSElauXAmZTGaV/dN8OYTYD0pOCCG8MHbsWABg5xESCoVYsGCB1fZP8+UQYj/otg4hhBBCeIWSE0IIIYTwCiUnhBBCCOEVSk4IIYQQwiuUnBBCCCGEVyg5IYQQQgivUHJCCCGEEF6h5IQQQgghvELJCSGEEEJ4hZITQgghhPAKL5OTK1eu4J133kGnTp3Qrl07jBgxAnv37n3uduXl5diwYQMGDBiA9u3bY9iwYThw4AD3ARNCCCHEang3t87du3cxadIkNGjQAO+88w7c3d1x4MABzJ07F4WFhZgyZUq12y5duhRbtmzByJEj0aFDBxw6dAizZ8+GVqvFsGHD6rAVhBBCCLEU73pOvvnmGwiFQsTHx2PatGmYNGkStm3bho4dO2LVqlUoKyszul1GRga2bt2KSZMm4euvv8b48eMRExODjh07YtmyZdBoNHXcElIXGIZBeno6GIaxdSiEEEKshFfJSXl5Oc6ePYvIyEj4+/uzy4VCIQYNGgS5XI709HSj2yYkJIBhGERHR7PLRCIRoqOj8eTJE6SmpnIeP6l7KSkpWLRoEVJSUmwdCiGEECvhVXIiFAqxb98+zJkzp8prBQUFAJ4lHMakpaVBKpWiefPmBsvDwsIAANeuXbNytIQPjh8/jry8PJw4ccLWoRBCCLESXo05EQgECA4OrrJcLpdj165dcHd3x4svvmh025ycHIPeFj0/Pz8AQHZ2tnWDJTah0+mwc+dOlJaWAgAOHToElUqFgwcPIiQkBAAglUoxevRoCIW8yr0JIYSYiFfJiTEMw2DBggV48uQJZs6cCWdnZ6PrlZWVwd3dvcpyFxcXAIBCoahVDHK53OLt65q+rbVpM1/J5XKsXr0at2/fhlarhVAohK+vL+7fv485c+bAyckJL7zwAvr27Qs3Nzdbh2s19fmcVkZtrZ8cpa2O0k7AtLYyDAOBQGD2vnmdnDAMg88//xwJCQno2rUr3n333RrXN3YA9Mtq8ylao9FUO9aFzzIzM20dAicWLFiAtWvX4syZM3B2doa7uzt0Oh1UKhW6du2KGTNm4P79+7YOkxP19ZwaQ22tnxylrY7STuD5bZVIJGbvk7fJiVqtxty5c3HgwAG0a9cO69atg1gsrnZ9Nzc3KJXKKsv1GZ1UKrU4FrFYjJYtW1q8fV1TKBTIzMxESEgIXF1dbR0OJ15++WX07dsXWVlZKCgoAMMwCA4OxtatW+HkxNvL2mKOcE71qK31k6O01VHaCZjW1jt37li0b16+iysUCsyYMQOnTp1C586d8cMPPzw3uQgKCsLZs2erLM/NzQXwv7EnlhAIBHZ5i8DV1dUu4zbFpUuXkJeXB61WC09PTxQXFyMvLw8ZGRkIDw+3dXicqc/ntDJqa/3kKG11lHYCNbfVkls6AM+e1gEArVaLmTNn4tSpU+jduzdiYmJM6vUICwtDUVERsrKyDJanpaUBANq3b89JvMQ2Tp48CYlEgokTJ2Lt2rWIjo6GRCJBYmKirUMjhBBSS7xLTlavXo2kpCT07dsXa9asYQe0Ps/AgQMhEAiwdetWdll5eTm2bduGwMBAdO7cmauQiQ306tULq1evxpIlS+Dv74+lS5di9erV6NWrl61DI4QQUku8uq2Tn5+Pn376CU5OTujZs6fReXG6desGqVSKI0eOwMfHBz169AAAtGjRAuPGjcOmTZtQWlqK8PBwJCQk4OLFi1ixYkW9HIfgyMLDwxEeHs4+RSUQCBAVFWXjqAghhFgDr/5iX7x4EWq1GgDwxRdfGF1n48aNCA0NxZw5c9C1a1c2OQGATz/9FD4+Pti1axf279+P5s2bY9WqVRg4cGCdxE8IIYSQ2uNVctK/f3/cvHnTpHWNrefk5ISZM2di5syZ1g6NEEIIIXWEd2NOCCGEEOLYKDkhhBBCCK9QckIIIYQQXqHkhBBCCCG8ImAYhrF1EHx24cIFMAxj0dwAtsIwDDQaDcRiscXV+eyFo7TVUdoJUFvrK0dpq6O0EzCtrWq1GgKBABEREWbtm1dP6/CRPV5cAoHArpKp2nCUtjpKOwFqa33lKG11lHYCprVVIBBY9HeUek4IIYQQwis05oQQQgghvELJCSGEEEJ4hZITQgghhPAKJSeEEEII4RVKTgghhBDCK5ScEEIIIYRXKDkhhBBCCK9QckIIIYQQXqHkhBBCCCG8QskJIYQQQniFkhNCCCGE8AolJ4QQQgjhFZqV2E5dv34dY8aMwbRp0zBz5swa142Pj8eCBQuMvrZ37160adOGixBrbcKECTh//nyV5a1bt8Zvv/1W7Xbl5eWIiYlBfHw8cnJyEBISgmnTpmHw4MFchmsxS9tpj+dVoVBg3bp12L9/PwoKCtC0aVO8/fbbGDlyZI3b2ds5BSxvqz2d16ysLPTr16/GdZYuXYpRo0YZfc1ezmtt22lP51QvPT0d//nPf3D+/HkwDIMOHTrgww8/RLt27WrczlrnlJITO6TRaDBv3jxotVqT1r99+zbc3NywcOHCKq8FBQVZOTrruXPnDiIjIzF06FCD5Q0bNqxxu6VLl2LLli0YOXIkOnTogEOHDmH27NnQarUYNmwYhxFbxtJ22tt51el0mDZtGs6ePYsJEyYgNDQUBw8exMcffwyVSoXx48dXu629ndPatNWezqu3tzeWLVtWZblOp8OSJUvAMAy6dOlS7fb2cl5r2057OqcAkJmZiejoaIjFYvzjH/+As7MzNm/ejEmTJiE2NhatWrWqdlurnVOG2J1Vq1YxYWFhjEwmY1atWvXc9SdPnsyMHDmyDiKznsePHzMymYzZsmWLWdvdu3ePadWqFfPll1+yy7RaLTNu3DimR48ejFqttnaotWJpOxnG/s7rzp07GZlMxmzdupVdptVqmeHDhzPdu3dndDqd0e3s7ZwyjOVtZRj7O6/GrFmzhpHJZMyhQ4eqXccez2tlprSTYezvnH7++eeMTCZjLly4wC7LyMhgwsLCmPfff7/a7ax5TmnMiZ25ceMGfvjhB0yfPt3kbW7duoUWLVpwGJX13bx5EwDMjjshIQEMwyA6OppdJhKJEB0djSdPniA1NdWqcdaWpe0E7O+87t69G8HBwXjjjTfYZSKRCLNnz8Ybb7wBuVxudDt7O6eA5W0F7O+8Vvb3339j3bp16NOnDwYOHFjtevZ4XisytZ2A/Z3TBw8ewM3NDR07dmSXhYSEoFmzZux7ljHWPKeUnNgRrVaL+fPno1evXoiKijJpm4KCAuTl5aFly5YAAKVSifLyci7DtIrbt28D+N8f7bKyMpO2S0tLg1QqRfPmzQ2Wh4WFAQCuXbtmxShrz9J22tt51Wg0uHz5Mrp37w6h8NnbTllZGRiGQa9evTBjxgy4u7sb3dbezmlt2mpv59WYFStWAADmzZtX43r2dl4rM7Wd9nhOmzdvDrlcjtzcXHaZUqnEkydP4OvrW+121jynlJzYkQ0bNuDBgwf4/PPPTd7m1q1bAJ71uERFRaFDhw7swKaCggKuQq21W7duQSwWY926dejcuTMiIiIQGRmJX375pcbtcnJy4O/vX2W5n58fACA7O5uTeC1laTvt7bxmZWVBo9GgcePG2Lx5M1555RVERETg5Zdfxvr168EwTLXb2ts5rU1b7e28Vnbv3j0cPHgQI0eORLNmzWpc197Oa0XmtNMez+nUqVPRuHFjfPjhh7h+/Tru3r2LOXPmoKSkBFOnTq12O2ueUxoQaydu3bqF77//HgsXLoSfnx9KSkpM2k7/yfzixYuYOnUqAgICcPbsWWzZsgXp6enYuXMn3NzcuAzdIrdv34ZGo0F2djYWL14MpVKJ+Ph4fPXVV3j69Cnef/99o9uVlZUZ/VTq4uIC4NkTFHxiaTvt7bzqr9fdu3ejqKgI06dPh5+fH/bu3YsVK1agrKwMH374odFt7e2c1qat9nZeK9u+fTsAYPLkyc9d197Oa0XmtNMez2lAQACmT5+ORYsWGTxd9vnnn6NXr17VbmfVc2reMBliC1qtlhk1ahQzefJkdtmdO3dMGhB7/vx55rvvvmMeP35ssHzr1q2MTCZjYmJiOIm5trZv385s2rTJYFl5eTkzduxYJiwsjMnNzTW63auvvsqMGjWqynKtVsvIZDJm7ty5XIRrMUvbaW/n9ezZs4xMJmPatGnDpKens8t1Oh0THR1dr85pbdpqb+e1IpVKxXTq1Il5++23TVrf3s6rnrnttMdzunLlSkYmkzFjxoxh9uzZw+zfv595++23mVatWhkM8q7MmueUbuvYgZiYGNy8eROzZ89GQUEBCgoK2E9nCoUCBQUFUKvVRreNiIjA7Nmzq3S1jR07Fk5OTjhz5gzn8VvijTfeqPKpRCgUYty4cdBoNDh37pzR7dzc3KBUKqss12fsUqnU6rHWhqXttLfz6urqCgDo0KEDWrduzS4XCAQYNWoUNBqN0VovgP2d09q01d7Oa0WpqakoKSnBoEGDTFrf3s6rnrnttLdzWlJSgpiYGMhkMmzduhUjRozAkCFDEBMTg549e2Lp0qXIyckxuq01zyklJ3YgKSkJGo0GY8aMQbdu3dCtWzeMGzcOwLPEpVu3bvj999/N2qdYLIanp2eNTw3wUaNGjQCg2riDgoLw5MmTKsv1A7v09z757nntrA5fz6v+jdnHx6fKa/XtnNamrdXh63mtKDExEU5OTs8tVqZnb+dVz9x2Voev5zQjIwMqlQqDBw+GRCIxeO15ybU1zyklJ3Zg7ty52LRpk8HXkiVLAADDhw/Hpk2b0LNnT6Pbzp8/H4MHD64yOrywsBAFBQUIDg7mPH5z5eTk4LXXXsN3331X5bV79+4BQLVxh4WFoaioCFlZWQbL09LSAADt27e3crSWq0077e28+vj4IDAwEHfv3q3ymv5cBQYGGt3Wns4pULu22tt5rej8+fNo1aoVvLy8TFrf3s6rnrnttLdz6uzsDOBZgbnqVPeaNc8pJSd2oG3btujevbvBV4cOHQA8++PVvXv3ajNSX19f3L17t0rPypo1awCgSlVSPvD390dJSQl27dqFwsJCdnlxcTF+/vlnNG7cGBEREUa3HThwIAQCAbZu3couKy8vx7Zt2xAYGIjOnTtzHr+patNOezyvQ4YMwZ07d/Dnn3+yy9RqNbZv3w5vb+9qz409nVM9S9tqj+cVeFbm4Pbt23jxxRdN3sYez6sl7bS3c/rCCy/A398fe/fuNejVYRgG8fHxEIvF1VbDteY5pad16hG5XI4jR47Ax8cHPXr0AAC88847SEhIwIIFC5CWloaQkBAkJSXh2LFjGDNmDLp3727jqI1buHAhpk+fjvHjx2P8+PHQaDSIi4tDfn4+Nm7cCCcnJ6PtbdGiBcaNG4dNmzahtLQU4eHhSEhIwMWLF7FixQo4OfHrkre0nfZ4XqdNm4Y///wTs2fPRnR0NBo3boy9e/fi7t27+M9//gOxWFwvzilgeVvt8bwCwKNHj6BWq6vtEaov59WSdtrbORUKhfj8888xc+ZMjB49GmPGjIFIJMLBgwdx4cIFzJo1C/7+/tyfU0tG8hLbM/a0zoMHDxiZTMZMnDjRYN3Hjx8zc+bMYV566SUmLCyMGTRoEPPzzz8z5eXldR22WY4fP86MGzeOadeuHdOxY0fm7bffZi5dusS+Xl17NRoNs2rVKqZXr15M+/btmeHDhz+3vLQtWdpOezyvBQUFzGeffcZ0796dad++PTN69Gjm2LFj7Ov15ZwyjOVttcfzevnyZUYmkzE///yz0dfry3m1tJ32eE5TU1OZt956i+nQoQPTtm1bZtSoUcy+ffvY17k+pwKGqaEiECGEEEJIHaMxJ4QQQgjhFUpOCCGEEMIrlJwQQgghhFcoOSGEEEIIr1ByQgghhBBeoeSEEEIIIbxCyQkhhBBCeIWSE0IIIYTwCiUnhBCr2b17N1q1aoWff/7ZKuvZQl5eHvbs2WOwrG/fvhbN9bJgwQK899571grNZAUFBejSpQsSExPr/GcTYg2UnBBCyP/Jz89HVFQUjhw5Uut9paSkYO/evfjwww+tEJl5vL298Y9//AOLFi1CWVlZnf98QmqLkhNCCPk/CoUCJSUltd5PeXk5PvvsMwwbNgyhoaFWiMx8kyZNgkqlwtq1a23y8wmpDUpOCCHEyg4fPozMzEyMHTvWZjG4uLhg9OjR+PXXX62ScBFSlyg5IYTnNBoNVq9ejaFDhyI8PBxdu3bF//t//w9//fVXlXVLS0uxfPly9O/fH23btkVkZCQ+//xz5OfnG6y3evVqtGrVCjdu3MAXX3yBl19+GZ06dcLkyZNx/vz5KvstKCjAN998g0GDBiE8PBzh4eF47bXX8P3330Or1VqtrU+ePMHChQvxyiuvoG3btujbty++/fZblJaWGqz38ccfo1WrVigqKsLnn3+OHj16oF27dhg1ahQOHz5cZb95eXn47LPPEBkZifDwcEyYMAEXLlzA5MmT0bdvXwDPxsH069cPAPDnn3+iVatW2L17t8F+7t69i+nTp6NTp06IiIjAlClTcO3atSo/7+eff0ZgYCDCw8OrvHbjxg3MmjULPXr0QMeOHTFq1Cjs2rULFedg7du3LyZPnozr169j8uTJ6NixI1566SV89tlnUCgUyMnJwaxZs9CpUyd069YN//73v1FQUFDlZw0bNgxlZWWIi4sz4egTwh+UnBDCc1988QXWrFmDhg0bYuLEiYiKisLly5cxdepUJCcns+uVlJTgjTfewMaNGxEcHIy33noLHTt2RHx8PMaMGYPc3Nwq+54/fz7279+PwYMHo3///rh48SLeeustnDp1ymC/Y8eOxS+//IKWLVvizTffxJAhQ/DkyRP897//xbfffmuVdmZnZ2P06NGIjY1F27ZtMXnyZISGhuLHH3/EpEmTIJfLq2wzZcoUJCUlYdCgQRg6dChu376NDz74AOfOnWPXKSgowIQJExAbG4sXXngB0dHRUCqVeOutt3D37l12vTZt2uDNN98EADRv3hwzZsxAmzZt2NeVSiXGjx+PvLw8jBs3Dl27dsXp06cxadIkPHr0iF3vwYMHuHz5MgYMGACBQGAQ7+nTpzF27FgcPXoUXbp0wfjx4yGXyzF//nysWrXKYN2srCxER0dDKBRi/Pjx8PX1RWxsLObOnYs33ngD2dnZGDt2LJo1a4b9+/fj008/rXJ8WrRogcDAQPz+++9mng1CbIwhhPBWcXEx07p1ayY6Otpg+ZUrVxiZTMbMnDmTXbZw4UJGJpMxO3bsMFj32LFjjEwmYz744AN22apVqxiZTMZEREQw9+/fZ5dfvnyZCQsLY/r168dotVqGYRjmhx9+YGQyGRMbG2uw30ePHjHt2rVjevTowS7btWsXI5PJmE2bNtXYLmPrvfPOO0yrVq2YxMREg3W3bNnCyGQyZtmyZeyyuXPnMjKZjBk9ejRTVlbGLt+3bx8jk8mYjz76qMpx2bBhA7usvLyc+eCDDxiZTMb06dOHXf7gwQNGJpMx06dPN4ihT58+jEwmYz755BNGp9Oxy7/88ktGJpMxP/30E7ssLi6OkclkzP79+w32odVqmT59+jDt27dnLl26xC5XKBTMkCFDmBdffJHJz883+HmLFy9m1ysqKmLCw8MZmUzGvP/++2wcGo2GGTBgACOTyRi5XF7lWL/33ntM69atmcLCwiqvEcJX1HNCCM8xDIPs7GxkZ2ezy9q1a4ejR4/iP//5DwBAq9Vi7969kMlkGD9+vMH2ffr0QUREBP74448qt0cmTpyIpk2bst+3b98eQ4cOxYMHD3Dp0iUAQM+ePbFo0SKMHDnSYNuAgAA0a9bM6O0Ec+Xm5uLkyZPo3bs3XnnlFYPXoqOjERgYWOUWi/41Nzc39vtevXoBADIzMwE8Oy6///47GjdujClTprDrCYVCzJkzByKRyKw433vvPYPekAEDBgB41suhd/36dQCoMhD24sWLePjwIYYPH25wu8fFxQUff/wxZsyYAbVabbDN5MmT2f97enqiRYsWAJ71GOnjcHJyQlhYGAAYXCN6LVu2hE6nY+MixB442ToAQkj1PDw88Nprr+H333/HgAED0LFjR/Ts2RO9e/dG69at2fUyMjIgl8uh1WqxevXqKvtRqVQoLy/HzZs30alTJ3Z5165dq6zbrl077N69Gzdu3ECnTp3w4osv4sUXX0RZWRkuX76MzMxMZGZm4urVq7h37x7Ky8tr3c7r16+DYRgUFhYajV8sFuPRo0fIycmBv78/u7x58+YG63l4eAAA+0f+77//RnFxMbp16wYnJ8O3u6CgIAQEBJgco0QiQWBgoMEyLy8vADC45aQf36N/Te/mzZsAYHQcSo8ePdCjRw+DZWKxGI0bNzZYpk/EmjRpYrDc2dkZAKokNxXjqDzuiBA+o+SEEJ77+uuv0bZtW+zatQtnz57F2bNnsWLFCrz44otYsmQJ2rRpg+LiYgDAvXv3sGbNmmr3VVRUZPB9xT/0er6+vgDA9rKoVCp89913iI2NhUKhAAAEBgaiU6dOaNSoEXJycmrdRn38ly5dYntsjHn69KlBzBKJxOB1fW8C83+DSwsLCwEAPj4+Rvfn5+dndCyOMfoEwBimwmBW/XFzcXExWEffRqlUatLPq7x9RZXbXRN9QqP/+YTYA0pOCOE5sViMKVOmYMqUKcjOzsZff/2FQ4cO4dSpU3j33Xfx559/wt3dHQAwfPhwLFu2zOR9K5XKKsv0j502bNgQwLPkaPv27RgwYAAmTpyIsLAwtodiyJAhVklO9H9A//nPf+KDDz6o9f709IlA5dtZelwUKGvQoAGAZ8exYu+Jvo3GfqZGowHDMGYlHabSJyU1JVeE8A2NOSGExx48eIDly5fj+PHjAJ7dihgzZgxiYmLw8ssvIycnB1lZWQgNDYVEImFvj1T2888/4/vvv2d7EvSuXLlSZd2LFy8CeDb+BAD279+PRo0aYfXq1Xj55ZfZxESpVLJjLYz9THPob1GlpaUZfX3VqlXYsGGD0dsWNQkNDYWbm5vRdhYXFyMjI8NgWeWnayyh76WpfKxlMhkA48c8ISEB4eHh2Lt3b61/fmX6OCrfkiKEzyg5IYTHXFxcEBMTg//+978Gf5jVajWePHkCiUQCX19fSCQSvPbaa7h9+zY2b95ssI+UlBQsW7YMO3fuZD/V6/30008GtzUuX76M3377Da1bt2Yfo3VxcYFKpTK4LVBeXo6vvvqKvc2j0Whq1c4mTZqga9euSExMrFI6fu/evVi7di0SExPN7lkQi8UYOnQoMjIysGPHDna5TqfDt99+WyVu/biU2tRu0Scht2/fNljepUsXBAYG4rfffkN6ejq7XKVSYfPmzRAKhejWrZvFP7c6+jhatWpl9X0TwhW6rUMIj/n6+mLy5Mn46aefMGTIEPTq1QtCoRBJSUm4e/cu3nvvPfbWxZw5c3DhwgUsXboUR48eRbt27ZCTk4M//vgDIpEIX331FYRCw88jJSUlGDlyJAYMGIDS0lIcPnwYzs7OWLx4MbvOsGHDEBMTg9dffx39+/eHVqvFqVOnkJGRAW9vbxQUFODp06fw8/OrVVu/+OILTJgwATNnzsQrr7yCli1bIiMjAydOnECDBg3w+eefW7TfWbNmISkpCQsXLsSxY8cQGhqKc+fO4d69e3BxcTE4Jl5eXpBIJEhJScHXX3+N/v37mz3h3yuvvAKBQIALFy5g9OjR7HInJycsWbIE7777LsaPH49XX30V3t7eOH78OO7fv4958+YZHQNUGwzD4NKlS5DJZNWOuyGEj6jnhBCe+/e//42FCxdCKpViz549iIuLg7u7O77++mu8//777Hre3t6Ii4vD22+/jcePH2PLli04d+4c+vTpg9jYWKOfyj/77DP0798fCQkJSEpKYtdt164du86sWbMwc+ZMiEQibN++HUePHkXjxo0RExODadOmAYBVZr9t3rw5du/ejTFjxuDGjRv45ZdfcPPmTQwfPhzx8fFsj4S5vL29sWPHDgwdOhRXrlzBjh074Obmhl9++QXu7u5wdXVl15VIJPjss8/g6emJbdu24cyZM2b/PH9/f7Rt2xbJyclVbnd1794dO3bsQLdu3XDixAls27YNbm5u+OabbwweG7aWq1ev4unTpxgyZIjV900IlwRMbW8WE0LszurVq7FmzRqsXbsW/fv3t3U4nPr7778REBBQ5ZaQWq1GREQEunXrho0bN1r1Z+7fvx///ve/8fPPP3Nyq8ZUCxcuxG+//Ybjx4+zA5wJsQfUc0IIqdf++c9/okePHlUepd28eTM0Gg1eeuklq//MwYMHIyQkxKZz2sjlciQkJGDChAmUmBC7Q2NOCCH12vjx4/Hll19i6NCh6NevH1xdXXH9+nWcPn0arVq1wqRJk6z+M0UiEebPn4/p06fj1q1bFt+Sqo2ffvoJzs7O+Mc//lHnP5uQ2qKeE0JIvTZx4kSsXr0aTZs2xYEDB7BlyxZkZ2fj3XffxY4dOzir/9GrVy8MHz4c3333HSf7r0lBQQF++uknfPHFF1We0CLEHtCYE0IIIYTwCvWcEEIIIYRXKDkhhBBCCK9QckIIIYQQXqHkhBBCCCG8QskJIYQQQniFkhNCCCGE8AolJ4QQQgjhFUpOCCGEEMIrlJwQQgghhFf+P+3b/ApA7oQ8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 拟合线延伸与坐标轴相交\n",
    "# extend the regression line to the axis limits\n",
    "plt.figure(dpi=100)\n",
    "sns.set(style=\"whitegrid\",font_scale=1.2)\n",
    "g=sns.regplot(x='sepal length(cm)', y='sepal width(cm)', data=pd_iris,\n",
    "             color='#000000',\n",
    "             marker='*',\n",
    "             truncate=False,#让拟合线与轴相交\n",
    "             )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a962d12e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 拟合离散变量曲线\n",
    "plt.figure(dpi=100)\n",
    "sns.set(style=\"whitegrid\",font_scale=1.2)\n",
    "x_discrete=[0 if i=='setosa' else 1 if i=='versicolor' else 2 for i in pd_iris['class']]#\n",
    "g=sns.regplot(x=x_discrete, y='sepal width(cm)', data=pd_iris,#x此时为离散变量\n",
    "             color='#000000',\n",
    "             marker='*',\n",
    "             )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c45a3aeb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 660x440 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 多项式回归（ polynomial regression）拟合曲线\n",
    "plt.figure(dpi=110)\n",
    "sns.set(style=\"whitegrid\",font_scale=1.2)\n",
    "g=sns.regplot(x='sepal length(cm)', y='sepal width(cm)', data=pd_iris,\n",
    "             marker='*',\n",
    "             order=4,#默认为1，越大越弯曲\n",
    "             scatter_kws={'s': 60,'color':'#016392',},#设置散点属性，参考plt.scatter\n",
    "             line_kws={'linestyle':'--','color':'#c72e29'}#设置线属性，参考 plt.plot             \n",
    "             \n",
    "             )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f268b15d",
   "metadata": {},
   "source": [
    "3、seaborn.lmplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d9ac0d4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 按变量分类拟合回归线\n",
    "plt.figure(dpi=100)\n",
    "sns.set(style=\"whitegrid\",font_scale=1.2)\n",
    "g=sns.lmplot(x='sepal length(cm)', y='sepal width(cm)', data=pd_iris,\n",
    "             hue='class',\n",
    "             )\n",
    "g.fig.set_size_inches(10,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5cc0f5ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 散点marker设置\n",
    "plt.figure(dpi=100)\n",
    "sns.set(style=\"whitegrid\",font_scale=1.2)\n",
    "g=sns.lmplot(x='sepal length(cm)', y='sepal width(cm)', data=pd_iris,\n",
    "             hue='class',\n",
    "             markers=['+','^','o'],   #设置散点marker          \n",
    "             )\n",
    "g.fig.set_size_inches(10,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4b709742",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 散点调色盘\n",
    "plt.figure(dpi=100)\n",
    "sns.set(style=\"whitegrid\",font_scale=1.2)\n",
    "g=sns.lmplot(x='sepal length(cm)', y='sepal width(cm)', data=pd_iris,\n",
    "             hue='class',\n",
    "             markers=['+','^','*'],\n",
    "             scatter_kws={'s':180},\n",
    "             palette=[\"#01a2d9\", \"#31A354\", \"#c72e29\"],#调色盘\n",
    "             )\n",
    "g.fig.set_size_inches(10,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1733834c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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njsri3eO60bkJVjk7VOjqljmJQjQG/4b17HvrDfwbN7SJ8wrRWkmgKA45da2ZGND2h5SKotDd3fhBor1sdbOUwBGicRQvXoTm9VK8+Ls2cV4hWisJFMUhpa41E9cUhZn09W5W+CxN1qdYkGiVEjhCNBLTMCj+Zj62jHSKFy7ANOq/NWdznFeI1kxWPYtDSl1qJhaVFdUujhj8u8jBJYbZ6Bm/NHusWLfDIp/ZhKgvzecDc/8vdjB7K0YgiCU5Gd3nw/fzWlz9+u9/gqJgTU5usfMK0ZZIoCgOGf6ogSeaWAZAN03+siqffaFYUe2/dgk2SZCYYlMlSBSiAQLZW9lyy40YwSCKzRZ/XKnwe7X1rtvjX5vRKKrbxaCZz+DuP6DZzytEWyOBomhS1a1s9kbNGo8X/35go/bDME0K6lAz8dmNlYtq9yj21vvaB65shliQuMsfpSBscOWy3CqfN3t853pfU4hDhbv/APredQ87nngUIxzGkpyMouz/UGcpy/CZponu82JJSaHPbXfWGsw11XmFaGsklSEOCcWRxGsmLtgb4KVfmq6odnkmsSBs1KnYtxCiaqnjjmboS6+QNHgIuteDqVfebcnUNXSvh6TBQxn60iukjju6Rc8rRFsiGUXRpKrLDJZnEhs7c1iVkG5QnGCUuNMX5bYfG7eo9kOjMuNfly9ccVjUeCZRModCNJw9M4uBT8xk+4wHKVm+FFtqWvyY5vORdvQE+k6/F8VSt4VpTXVeIdoKySiKdq8wnHjNxPn7Avg0k0yHytNjG15Uu6KKQaIQogmoKoHsrVicLkzTQPf7MU0Di9NFIHsrqPX83Wuq8wrRBkhGUbRrnohOINFlzsCfBqSS5bTQxWmlk7Pxfj0kSBSi6YV27iRaVIhqd6B7vDi6diW8dy+qy0W0qJDQrztx9e7Tas4rRFsgf7VEuxU1TArCep3nAZ7RI5mxmc5G64cEiUI0j9JlS9A9HkxNo9dNtzL0ldfpddMtmJqG7vFSumxpqzqvEG2B/OUS7VZ+SEuoZuKaojBvbfNgmo2/tESCRCGaT8niRbiHDGXI8y+SMeVkFEUhY8opDHn+RdyDh1CyeFGrOq8QbYEMPYt2yRPR8ScQJZYX1d4X0ikI6dw8rOGLV8rZVejmssmOK0I0kx7XXId70GBUu73S486evRjy/IsEtmxuVecVoi2QQFG0iKZc7ZzokLNumtz6w/6i2lN7Nl4ZHEfZ3s01BYmy2lmIxpU8YmS1x1S7vcbjLXFeIdoCCRRFu1OQ4JDzMxtLWFYQK6o9Y1Qm/VPstTwjMQ4Vurltjb6TixBCCNHcZOKUaFe8ER1fAlHi/L0BZpcX1e7fgVMbqai2BIlCCCHaEwkURbuhGyaFkdqHnHf6otxRVlR7TIaDvzTSvMTy4WYJEoUQQrQXMvQsWkRT7EpSGNa5Y1UBJpV3Q6nIME1u/iEfr2biVBW6OC2NEti5LApdXVasEiQKIYRoRySjKNoFf9SgNFr73smqonD7iI50dlo4OtOJqxHK1iRZFbpJkCiEEKIdkkBRtHm6YVIQ1hIurD0u08VXk7uT5Wz43qwp1lgm0SJBohBCiHZIAkXR5hVHdMK1bOa8yx9FM/aHko1RADvVptLFZUVVJEgUQgjRPkmgKNq0oGZQHKk5SiwK61y8eB+XLd1Hfkhr8DUVoKNdpbPLiiJBohBCiHZMFrOINss0ay+sXbGotidq4IkaZDVgG2cFSLerZDjlV0cIIUT7J3/tRJMqX918oNVFoRqP17Ya+prluSRZFfb4NSrmEzeUhgG4Z3UBAD+XhNnkiQKQbFV4faun2rYHqmrldJoEiUIIIQ4hMvQs2qQkq0JhSKemQec9AS0eJHawKiRZ6//jrigKaTaVLAkShRBCHELkr55oUtVlBhtaR/HmYR3xV7EDS3l2cNrAVM77NgeIFdV+bUKXg+ollretruZiRRlOG51c8usihBDi0CJ/+USbUxrWCdSwTZ9mmNzwfR5ezSTLYeGpMVn1LqpdPifRT7SevRVCCCHaLhl6Fm1KRK99m76wYRLRTSwKPD02i071HC5WgHRHbE6iYdRSf0cIIYRohySjKNoM0zTJC2nUkEwEIMmq8sHx3fihMMSYjPovcU6zq2Q45FdECCHEoUsyiqLNKAjrBPTE9l9JtqlM7OKu97U62BQyHQ3fuUUIIYRoyyRQFG2CJ6JTUkNh7cKwzrSl+/BEGz5EnGRV6OSUYtpCCCGEjKuJFlGX1c5h3SA/VP28RM2IFdVeXhAiy2Fh3kndEzpvVaud3RaFLk7Zlk8IIYQAySiKVi42L1FHr6HNM5tKWF4QK+A9fWR6vfdxdlkUurisWOq5QloIIYRobyRQFK1aYVgnWMO8xPl7A7z8SykAl/bvwCndk+p1Haeq0NVlxSpBohBCCBEngWIrd+Wy3Gq3uWttfbhyWS4zchyNdl1/1KC4hnmJO3xRbv8xH4gV1b51WMd6XcehQje3BIni0GTqOnv//S9Mvaa8vRDiUCWBomiVNMMkP6xVOy8xqBnc8H0evgYW1bar0NVlkyBRHLL8G9az76038G/c0NJdEUK0QhIoilYpP6RRQzKRN7I9bPFEsSrw93oW1Y4FiVbsFgkSxaGrePEiNK+X4sXftXRXhBCtkKx6Fq2OJ6Ljq6Wq9rSBqRRHDLq5LYyuR1Ht8iCxvgtfhGgPTMOg+Jv52DLSKV64gB5XXoOiyu+EEGI/CRRFq6IZJgXhmrfoA7CpCneOTK/XNSRIFIcqzecDc/9vVzB7K0YgiCU5Gd3nw/fzWlz9+u9/gqJgTU5ugZ4KIVoLCRRFq1IY1qvdoq8wrLPTF+XIBmzL51ChiwSJ4hAUyN7KlltuxAgGUWy2+ONKhd+FrXfdHv/ajEZR3S4GzXwGd/8BzdpXIUTrIYFiK1HdquLVRaEaj9elcHVj9WFRXqDS8d90csfbBUKWevfVHzWq3VmlvKj294Uhpo9M5//6dqjxXFVxlC1ckTmJ4lDk7j+Avnfdw44nHsUIh7EkJ1fafchSljk0TRPd58WSkkKf2+6UIFGIQ5ykVUSroBsmBTWsci4vqq2bkG6v+x7MdgkShSB13NEMfekVkgYPQfd6MHWt0nFT19C9HpIGD2XoS6+QOu7oFuqpEKK1kIxiK1Fdtq08O9eYmcOm6sOVy3IpMLz16mtRRCdczSrnhhbVtiqx4WYJEoUAe2YWA5+YyfYZD1KyfCm21LT4Mc3nI+3oCfSdfi+Kpe4fyIQQ7Y9kFEWL80cNSqqphdPQotr2smLaTpmTKMR+qkogeysWpwvTNND9fkzTwOJ0EcjeCrLyWQhRRt4NRIuqqbB24ICi2k/Xsah2eSZRgkQhKgvt3Em0qBAUBd3jxZ6Vhe7xgqIQLSok9OvOlu6iEKKVkL+gokUVhKsurG2aJvetKaxUVDurDkW1LcRK4EiQKMTBSpctQfd4MDWNXjfdytBXXqfXTbdgahq6x0vpsqUt3UUhRCshf0VFiykJ63ij1VdMHJZqx6LAX4d3rFNRbYsSG252WeXHW4iqlCxehHvIUIY8/yIZU05GURQyppzCkOdfxD14CCWLF7V0F4UQrYQsZhEtIqgZNRbWVhSFywakcmwnFwNSbNW0OphVgW4uK04JEoWoVo9rrsM9aDCq3V7pcWfPXgx5/kUCWza3UM+EEK2NBIqtXHOsdm6sPswe35lVq3bX2k4zTHJDGlUtX4kaZqV5iAM72KtoVbX4cLMEiULUKHnEyGqPqXZ7jceFEIcW+YsqmpVpxoLEquYlaobJFctyeWxdEVGjtk38KisPEmW4WQghhGg88ldVNKvCsI6/mj36ntlYzPKCEK9ne/i+IJTwOS3EVje7bfLjLIQQQjQm+csqGs3QT7bzu63uao97IzrFZanEU+ft5tR5+4ep5+318/JWDwCX9e/AhE6u+LF7Vhdwz+qCKs+pAp1dVpKaMEi8clkuM3IcTXZ+IYQQorWSQFE0i7BukFfN4pUdvih3/BgLBOtSVFsBOjktJEsmUQghhGgSsphFNDnDNMkL6ehVRIkBzeD6lZWLalsTKKqtAF2cFlLqse+zEEIIIRLTrKmYhQsXcsYZZzBq1CgmT57MnDlzqmy3bNkyhg4dyqhRo+L/XnjhhebsqmhEhWGdYBVRYnlR7V+8dSuqLUGiEEII0TyaLaOYl5fHDTfcwPPPP8/xxx/P+vXr+cMf/sDIkSMZPnx4pbYbNmzglFNO4emnn26u7okm4ono1e7jrJkwf28AgNuGpydUVNtCbE6iDDcLIVqC5vOh2u0H1aAUor1qtkCxU6dOLFu2jOTkZAzDoKSkBIvFQlJS0kFt169fz9ChQ5ura6KJhHSD/FD1RbVtqsL7x3fl411+Lu6XUuv5yheuSJAohGhuRjRKtKQEIxjE0alTS3dHiGbTrHMUk5OTCQaDjBkzBk3TuOKKK+jTp89B7davX09RURHvvPMOpmly6qmncvPNN2OXT3CtwtBPtlf5+C6/hmGoDP1kOxl2Fc2EHwvD8eM9k/b/uO0NagD8eUUeAPNy/OSHtfjxU7slx7/eUBrGbVF4aUspPs04aK5jYxUlv3JZbpWPry4KEQhZqj3eGoqiCyGajub1opWWYGo6KLXPoRaiPWn2xSwOh4PVq1ezefNmrrzySnr37s15550XP65pGl26dOGkk07inHPOIS8vjxtvvBFFUbjtttsSvs66deuaovuNatWqVS3dhXoJhaougWMYsUyfTYugKSq7AxpmhWmw4UgY0wSfoaAbCkrZY/Hn6/vfgIuLi+Jfm5qVDi4rO3Pz0KooxJ3IbjCJKCiougROIGQpO55f5fHGun5Laas/h7WR+2p7Wtu9WVUVxesh6vdjGrEpNKqqYikoQKvluRXVdF+jR49uYC+FaFqKaZp12wKjET399NNs3ryZf/zjHzW2++KLL/jb3/7GvHnzaj1nOBxm3bp1jBgxAoej9da+W7VqVbt7gxj6yXaMSJhlUwdSENarbDNzfREvb/VgU6Cby8KXJ/Ws8ZwK8NKWEoK6yQvjWiZzd+WyXAoK8vnwjBEtcv2m1B5/DkHuqy1qTfdmmmY8i4h+wBxrRcHRuTOqs/Y51dC67kuI+mi2yV4rV67knHPOqfRYJBKhQ4cOlR7Lzc3l8ccfJxKJxB+LRqOtOugT+2U6rRRVEyRWLKrtsiiotQzhKEC6XSWkm0SrXg8jhBCNSg8GCO/di1ZUdHCQKMQhKKGhZ13XWb9+PT///DNFRUWoqkpWVhYjR45MeNHJ0KFDyc3N5bXXXuOSSy5hzZo1/Oc//+H555+v1C4tLY25c+fidDq57rrr2L17Ny+++CLnnntu3e9ONKt0u0owrFHVW2vFotpjMxzkB2sfuEm1qWQ4rVXuCy2EEI3JiEbRSkrQAwFouYE2IVqdGgPF0tJS3nrrLd555x1KSkro0aMHHTt2RNd1iouLycnJISsri9///vdceOGFB2UHK0pJSWH27Nk8/PDDPP/883Tt2pWHH36Yo446ik8//ZT77ruP1atX43A4ePnll3nkkUcYN24cLpeL888/n8suu6zRb140Lpuq8Gvo4ADwwKLaT43J4pLF+2o8V5JVIcspdRKFEE3LNE00jwfNUyoZRCGqUG2g+PHHH/Pss89y9NFHM2PGDCZMmHDQqmOfz8cPP/zA3LlzOf3007n55ps5++yzq73Y8OHDeeeddw56fOrUqUydOjX+/dChQ3nrrbfqcz+ihZSGdXKDB5fCObCo9jMJFNV2qgpdnFYUWV0ohGhCejBAtLgYMxJt6a4I0WpV+xf7559/5oMPPiA9Pb3aJycnJzNx4kQmTpxIXl4e//jHP2oMFEX7FNIM8sM6kSpWJL+/08fc3X4gVlT7yFqKattU6OKyYklgGz8hhKgPIxohWlKKIcPMQtSq2kDxnnvuqdOJOnXqxL333tvgDom2RTNMckOxeYmfT+5xUFmiE7q4GLPbQSenpVJR7c8n9zjoXArQyWHFbqkcJLZ0ncLZ4zu3+RI4QggZZhaiPhKuo7hr1y6ys7MrrUYuN2XKlEbtlGgbTNMkL6QRruH9Nstp5bUJXdAMs9ah5HS7SpLsuiKEaAJGKESkuBgzHK69sRAiLqFA8ZVXXmHmzJkoioLVWvkpiqJIoHiIKgrr+LSDh200w6QkYpBZthjFpirYahlKTrYqpDtk8YoQonGZmkbU60H3eGWYWYh6SChQfPXVV7n55pu5/PLLUVXJ+IjY4pWiaurWPLOxmI92+Xh6TCfGZtZelNZlUegsi1eEEI3INAw0nw/dUxrbek8IUS8JRX2maXLSSSdJkNgCrlyWW+0eww0x9JPt1e7ZXBtf1CAvfPAK51Pn7eaKHS5e3uqhIGzwTW6g2nPcs7qAe1YXYE9g8UprfA3ag6ge5cvCFUT1xl3xaeo6e//9L0y99j/OdWkrRKI0v5/wvljRbAkShWiYhCK/Cy+8kNmzZ1c5P1EcWoKaQW5QOyhIBIgaJiV67EdqbIaDm4d2rPFc7rJMYm3D0qJpLNy1kq8KV7Bw9/eNel7/hvXse+sN/Bs3NGpbIWpjRCKE83KJFhRIyRshGklCQ8+nnHIKF110EZ999hlZWVkHDRHOnz+/STonWpeIbrI3qFHV5/OAZpAb0jFR6OS08PSYTlhrCADtqkKm04rLKlnqlhDVo7y5YS521cabGz7lhB5jsVlsjXLu4sWL0Lxeihd/R/KIkY3WVojqmLpO1FMq8xCFaAIJBYp//etf6d69O6eddhoul6up+yRaId0w2RfUqGLtCqZpcu+aQqImgMnfx2TFF7JUJ9NpISjlKVrMwl0r8UT8JFlceMI+Fu7+nim9JzT4vKZhUPzNfGwZ6RQvXECPK69BqWbKSl3aClEdzedDKy3BjNa+LagQou4SChS3bdvGJ598Qt++fZu6P6IVMk2TfSGNUBUFtQHe3u7ls7Ki2h1Us9ai2slWBcMwZQ/nFhLPJlqs6JrWoKyi5vNVyuAEs7diBIJYkpPRfT58P6/F1a9/rK3fj4KJJSm51rYAKArW5OSG37Bol4xwmGhJMUYw1NJdEaJdSyhQHDlyJNu3b5dA8RCVH9LxV5VKJBZE/lwcq0uWZFFIUmoe9nGqsXmJQQkSW0x5NjHF7iaAhsNqr1dWMZC9lS233IgRDKLY9geYimV/VnDrXbcDYEajRAryAbBlZqGWta+qbXl71e1i0MxncPcfUL8bFe2SqetES0vQvT4ZZhaiGSQUKJ5xxhncddddnH766fTs2fOgWooXXnhhk3TuUFLdqt7VRaEaj9e2a0l1q3p3+bUaj288M/ahoCSsUxqtHNWdOq/yLiWmaZJpV/FGDQpNtdLx/PD+4aD/65tKslXBEzWrvK9FeftXSf+mkzv+dUu/Bu1JxWxiRfXJKrr7D6DvXfew44lHMcJhLMnJleYvW8qygaZpovu8OLp0wTRBsVhqbWtJSaHPbXdKkCgq0QMBosVFMswsRDNKKFCcPXs2brebBQsWHHRMURQJFNupoGZQUEUZnAMpikKKTcGnGdV+wM9yWuJBomg5FbOJFdU3q5g67miGvvQKOx6dgX/TBixJSSgVglBT19D9fpKGDKPPndMBEm5rz8xq4N2K9sLUdaLFxeh+v2QRhWhmCQWKVQWIonFVlxUrz6LVd7/j6rJi5Vm06o5X3MP5QJ9P7sFzm4rpm2zj9B7755CdOm834Uj4oH2cLUB3txVnhRXOdbmvlnoN2pvqsonl6jtX0Z6ZxcAnZrJ9xoOULF+KLTUtfkzz+Ug7egJ9p9+LYoktcKpLW3Foi2WYfWieUskiCtFCElpiqOs6zzzzDHPmzIk/dv755/PCCy9gGDLZrL0xzViQWN1ik69z/LywuZS/rCpgwd7qi2oDKMSyiU4pg9PiyrOJDou9yuMVs4p1pqoEsrdicbowTQPd78c0DSxOF4HsrVBxNXNd2opDlh4MEt63j2hhoQSJQrSghN6RH3vsMT755BN69uwZf+z//u//+Oijj3jmmWearHOiZRSEq1+8st0X5Y7VBQAclenkuM41l0tKd6h0sEt2qKXVlk0sV55VrOtuLaGdO4kWFYKioHu82LOyYjXtFIVoUSGhX3fWq6049BiRCOH8fCJ5eZjhcEt3R4hDXkKB4ueff87MmTM55phj4o+dddZZPPbYY3z44YdN1jnR/ErDOiXVpBIDmsENK/PwayadnBaeGp1VY1HtZKtChiOh2Q2iidWWTSxX36xi6bIl6B4PpqbR66ZbGfrK6/S66RZMTUP3eCldtrRebcWhw6KqRIqLCO/diyFzEYVoNRIKFIPBIG63+6DHU1NT8fl8jd4p0TL8UYP8ahavmKbJPT8V8os3ilWh1qLaVgWynBIktgaJZhPL1SerWLJ4Ee4hQxny/ItkTDkZRVHImHIKQ55/EffgIZQsXlSvtqL9M02TqMcDBQXopR4JEIVoZRL6yzFu3DiefPJJ/va3v5GWlgaAx+Ph6aef5qijjmrK/olmEtQM9gWrXrwC8K/tXv67J1ZU+7bh6TUW1VaATIdF9nBuJRbuWkl+sAi31UXAqFycOGREIHrw58X8QBELd61kSp9jDjpWlR7XXId70GBUe+WMpbNnL4Y8/yKBLZvr1Va0b5rfH9tVJRJFi8gwsxCtUUKB4t13381ll13GcccdR7du3VAUhZycHHr16sWsWbOauo+HtPqu9K1NxZW+Ic0gp5o9nAFyAhpPrCsC4LTuSVzcL6XKdp9P7sG6detItdU+L7Eu99Ucr0F7ZgJjO4+o8lhhUREZ6ekNvkZN+zSrdnul43VpK9onIxQiWlqCEQpLBlGIVi6hQLFbt27MnTuXpUuXkp2djc1mo0+fPhx77LGoskKxTQvrBnuDGnoN79Xd3FZmjsnin1s9PHRERqVCyQdKcdhq3edZNK+T+xzDydVkBletWsXo0aObuUfiUGVqGtGSEqmHKEQbUm2guHLlykrDyna7nYkTJzJx4sRqT7Zs2TLGjx/fqB0UTac8SEykBvaUbkmc1NVdY5BoVSDDaqLW0EYIcWjSvN7YMLNW3diFEKI1qjYd+Prrr3P55Zfz7bffEo1WP6ld0zTmzZvHpZdeyhtvvNEknRSNL6Kb7A1WXysRYGVBCLPCp/6agkQFeHFzKY/8mliG+cpludVuyScOHZFIiE+fup1IJFR74xZmRCJsvvVGjEikpbvSphiRCOHc3Fg9RAkShWhzqs0ozpo1i6+//pqZM2dy6623ctRRRzFw4EA6duyIaZoUFRWxadMmfvrpJ7p27cq1117LKaec0px9F/WkGyb7agkSv8rxc8P3+ZzU1c3jR2birqVgdrpDJaAb1S6GEaIq333zAdaPv+K7ww5j8uTWvRVowf8+o3jhAgo+/y+dzjy7pbvT6pmGgebxoHk8IBszCNFm1ThH8aSTTuKkk05ixYoVfPvtt6xevZrCwkJUVSUzM5Phw4dz1VVXMWbMmObqr2gg3YhlEkNG9ePN231R7iwrql0aNbDXsno51aaS4bASlb8Fog6iepT1X3zAYWGdNZ+/z/EnnF+nrQObW/6nn4Cuk//pxxIo1kIPBIiWFGNG6la4XQjR+iRcHmfcuHFN3RfRxLSyIDFYw8qVuhbVdlkUsmTxiqiHhTuX03t9DsFkB33W5bDw1xVM6XtsS3erSoam4Vu3FqxWfD+vxdA0VKvUCT2QEYnEVjMHgrJYRYh2IuF3Or/fz7Zt2wiHw5XmrQGMHTu20TsmGlf5/s01BYkHFdUeW3NRbQvQyWmRxSsiIZrPFw8eND3KV1++xYlRg6jThj0U5asv3+S43w/DWp5VVBSsyckt0tdw7j7MCln30sXfga6jWq2Ymkb+xx+Sesxv4scVVcHRuUtLdLVVkGFmIdqvhALFL774gttvv51wFftuKorCxo0bG71jonHVtH9zuYpFtW8fkc6R6TUX1c5yWnBYpDySqF0geytbbrkRIxhEsdkIaCEmhX1QVl5LQWHSnB9Y9dHZuK1OzGgU1e1i0MxncPcf0Kx9LfpmAb/cejOmoUPFD0GKgkKsLuX2Rx7a/7hpolgsDPzb06RPPLFZ+9oaaH4/WkkxZlRr6a4IIZpAQoHizJkzOeuss7j22mtJSam62LJovWrav7ncj0UhHi8rqv3b7klc1Lf6/+f7fyqgi8tKxDArLYhZXRQiELJUWs28KC8Q//o3ndyV2gLVrnxuqiLbomW4+w+g7133sOOJR9FDIQrVMIbLFl9JH3FaMU0LhYRx4cSSkkKf2+5s9iARIH3iifS84SZ2Pf8Mpq6jWK2VVvyXDzmbpompaShWKz3/fOMhFyQakQjRkmKMYEiGmYVoxxJKB+Xm5nL55ZfTuXNn3G73Qf9E6xXUqt+/uSIVSHdYGJhiq7WodobDgn5AkChEbVLHHc3Ql17B36sTtmAE9YDgQjVNbMEI/l6dGPrSK6SOO7qFegrd/ngZI96egy0jA1PTMA8YTjUNA1PTsGVkMOLtOXT742Ut1NPmZ+o60eJiwnv3ylxEIQ4BCWUUjzzySH7++Wd69uzZ1P0RjSiix+YlJhLPHZHu5MPjuxHQjRpL4VgUmDmmE3bLwYHklctyKTC8CWUDyzOJkjk8tCgd05j9224cG8mlT3YhIff+/Z4dIY0d/TNZfHo3ju6Y1nKdLJM0aAij/vsVa88/m9Cvv6JU2IXK1HWcvXpx2HsfHbRndXum+XyxotkyzCzEIaPaQPHtt9+Ofz148GCmT5/OTz/9RM+ePQ/atu/CC1t3/bNDUSK1EgEMc/9OKrGFK9UvXlGALIelyiBRiEQs3LWS0qifrHw/UZsFTBNbRCdqtxC1WcjK91Ma8bFw9/dM6T2hpbsLViuRvDxQ1dhQs66jWCygqrHHD5GVz0Y4TLSkBCMkw8wHLuYU7dPgwYP5xz/+wQknnNDSXWlx1b7Lvfrqq5W+79ixI/PmzTuonaIoEii2MoZpsi9Uc61EiBXVfi3bw9/HZNHZVfsfvGSrQge7lMIR9RPVo7y5YS6dSyK4fWGiVgvOoIY3zUVKSZCI3YLLF6ZTSZQ3N3zKCT3GtnhdRc+ypRjhcCxQ1DQsLjd6MAAWC0Y4jGfFMtLGV72Pdntg6jpRTym6x3vIB4jlfD+txnnKqS3dDSGaTbXRwYIFCxI6gXy6al1M0yQ3qNW6wnmbN1ZU26+ZPLquiL+P7VRje6sCmc5DI3simsbCXSvxRPyMyC7BEdQw3ApLThlK9siuDPh5L0d/vQlnUGPAthKWdrS3iqxi3kf/AU1Dsdro/IeL6HXrX/l15hPkznkHU9fJ+/A/7TZQ1LxeNE/pITvMbJomwa2/4Fu7hk7nnlf5mC5bEYpDR0KLWSZNmkRJSclBj+fm5jJhQisYHhJAWSYxqOGtJUj0awY3fL+/qPbdIzNqbF8+5GyrZYcWIapTnk20W6z02ZJHfrcOzL10HNmHdQNFYeth3fj00nHkd+tA78152FUbb274lKjesjt7eH74HkuHVIa8+BJ9/no7qqrS5693MOTFl7CkdMDz/coW7V9TMMJhwvv2xfZmPgSDxGhREXkffsDm66/hl7/cxN43XyO069f48aQRIyS72o7s2bOHa6+9liOPPJIJEybw8MMPE41Wft8JBALcf//9HHvssQwfPpzjjz+eWbNmxY//8ssvXHzxxYwaNYqjjz6a6dOnEwjEKn7k5uZy9dVXM3r0aMaMGcMNN9xAYWFhs95jQ1WbIpo/fz6rVq0CYi/ks88+i9NZua7er7/+WtVTRQsoDxJ9tQSJpmly70+FbE2wqDbEtuhLkSFn0QALd60kP1iE2+ri24l9yO+cgm5VIRqKtwl0sPDe/x1OVq4X3TTIDxSxcNdKpvRpuYxdr5tvJX3SSQcV/k496mhGff41RfO/bqGeNT7TMIiWlhySw8xGJIJn5XKKFszDu/rHSkXDnb16o3lK49+rNjvKITI3tb2LRCL86U9/okePHrz99tsEAgH++te/kpSUVKndY489xtq1a5k1axYdO3bkyy+/5Mknn+S4445jxIgR3HrrrRxxxBE88sgjFBYWcssttzB79mxuuukm7r//flRV5YMPPiAcDjN9+nQee+wxnnzyyRa667qr9qd9yJAhvPHGG/Gh5Q0bNmCz7Z8vpCgKbrebxx57rOl7KWpkmLGt+WobbgZ4a1viRbUBHGqsHE4iZo/vzKpVuxNuKw4dJjC284jYNxlQYw67cy3Hm1FNezpbk5PbzZ7Ph3LRbFPX2XTtFUTz8+OPWVJSSDtuIuknTsbVf0CN5cJE27V06VL27NnDO++8Q3p6OgAPPPAAu3btqtTuyCOP5IILLmD48OEAXH755bzwwgts3bqVESNGsGfPHk488US6detGz549efHFF+Px0p49exg2bBjdu3fHbrfz1FNP4ff7m/dGG6jaQLF79+68+eabANx5551Mnz6d5BbaTktUry5B4o9FIZ5Yn1hRbSgfcrZikSFn0UAn9zmGk1swMyiqFiuaXYIRPHTqIUYKCgjv2U3K4UcAoFgspBw+iqKF8+lw5Bg6TppMhzFHodpadiGVaHpbt26le/fu8SAR4De/iW3N+cADD8Qfmzp1KgsXLuSTTz5hx44dbNy4kUAggFGWef7LX/7Cgw8+yDvvvMOxxx7LqaeeyuTJkwG48cYbufnmm/nqq68YP348J510Eqeffnoz3mXDVRso5uTkxL++/vrr8Xg8eDyeKtt269at8XsmamWWDTcnEiQCzNpcgmaSUFFtgI52FbdNtugTorVQaqhxWheH2t7MRjhE6fJlFC2Yh2/NT1hT0xj2zzdjpY6Azr+/kC4XX4otLa1lOyqalS3BDwN33XUXS5cu5ayzzuKss87i/vvv58wzz4wf/8Mf/sAJJ5zA119/zaJFi7jppps466yzePjhh5k0aRLffPMN8+fPZ9GiRdx///18+umn/POf/2yq22p01QaKJ554YrWBhGmalY7JXs/Nz0xwTmJFz47txKPrivjTgNQai2oDuCwK6QkOOQshmpZpmngiPkq1hg1ZmaaJ7vMdEquZTdPEv3EDxQvmUbL4u1jWNH7QIJyzB2fPXgDYs7JaqJeiJfXp04ecnBxKSkpIK/uQ8PHHH/Ovf/0r3sbn8/HJJ5/wz3/+k/HjxwOQn5+P1+vFNE18Ph9PPfUUV111FRdffDEXX3wx7777Lo888ggPPfQQTzzxBGeeeSbnnXce5513HosXL2batGkUFhaSkdFaJtnUrNpAce7cufGvv//+e1555RX+8pe/MHLkSOx2O+vWreNvf/sbl1xySbN0tLVrqp1GqjqvacZ2XDlwdfOp82LzAz+f3KPKc7mtKg8dkVnrNS1AJ6clXoi7Ln0tKHDw4eg6PU00sqge5Z3Nn/OHwae2eB3CxhSJhPji+fs45c8PYLdXP7fW1HX0eV9iHnFEPGPU3ExdZ9+779Dlgj/U2ofa2kb1KIUhD/6In8VFazhWH1ev/1c9FCJaXIwZDle+vqFT8L/PyDztdBS1fXw4jBYXsfXO24js3T8yplitdBhzFB1PnESH0WNlQYrg2GOPpXfv3txxxx3ccssteDwennvuOc466yx+/vlnABwOBy6Xi6+//poePXqQl5fHk08+iWmaRCIRkpOTWblyJXl5edx0000AzJs3j5EjR6IoCtnZ2Tz44IPcfffdJCUl8d///pfu3bvTsWPHFrzzuqk2rTRw4MD4vzfeeIMZM2Zw2mmn0bNnTzp37sykSZN46KGHmD17dnP2VwB5IR1PNLFM4ne5ATZ7InU6f6bDgsMiQ85t1cJdK3lzw6cs3P19S3elUX33zQdYP/6K7777T43t/BvWY3z1Bf6NG5qpZ1X3Yd9bbyTUh5ra+iIBcv2FhPUwy/etZYVnHYtyVtepL0Y0SqSggEhu7kFBIkBw6y/kf/IRweytdTpva6KHQkTy8+LfW9M6xke9XP0H0O2Kqxn22lv0ufNuUseNlyBRAGCxWJg1axa6rnPeeedx0003ceqpp3LNNdfE29hsNmbOnMnSpUv57W9/y+23384xxxzD8ccfz/r16wF47rnnCAaD/P73v+e8887D4XAwc+ZMAGbMmEFmZiaXXXYZU6dOZe/evcyePfugHe5as4R+W/Ly8ipN9izncDiqnbcomkZhWKM0mticom3eKDf/kI9hwnNHdeLYTq5an5NkVUiVIec2q7xeocviaDW7mzSGqB5l/RcfcFhYZ83n73P8CedXe1/FixdBIEDx4u9IHjGymXu6vw+a15tQH6pqqxs6JWEv/mgAE9B0jY+3LsCmWHl38+f8ptuoWv9fTcOIF81Gr/49o3TVKnS/n9JVP+AeOLjO99pSTMPAv2E9RfO/pnTpEpIPP5y+d90LxKpydL/mOqypabh692nZjopWrVevXrz88ssHPb558+b41yeccEKNW/n17dv3oN3symVlZfHss882vKMtKKGQ9phjjuH+++8nOzs7/timTZu47777mDRpUpN1TlTmiegUhRMLEisW1U6xqQzpYK/1ORZi2UTRdpXvftLBkYwn7Gs3WcWFO5fTe30OwWQHfdblsPDXFVW2Mw2D4m/mQ0oqxQsXYLbAQo3yPtgy0mvtQ1VtQ1qY3EARvrIgEWD5vrX4okFcqgNv2F/j/6tpmmheL+G9OWjFxTUGiaZp4Fm5DGtaGp4VyzDN1r+wJbxvL/ve+RebrppG9vTbKV4wDyMUxLdmDXqFeYgphx0hQaIQjSChjOKDDz7IjTfeyG9/+1scDgcQK1R53HHHcd999zVpB0WsTE0gapAX0klkwNk0Te4pK6ptU+CZBIpqA6TLkHObVnH3EyC+u0lbzCpqPl+8XIumR/nqy7c4MWoQddqwh6J89eWbHPf7YRCKgGmiKGBJSiaYvRUjEERxOjECAXw/r8XVr//+EyvKQcWzG7OvQLwPluRkdJ+vUh80vx8FE0tScpVt961aTrh7Fmb5b7qiYDgdsWxi2fzBmv5fNb8frbQUM1L1dBM94Kfim0ho106MYAiL240eCBDYvDm+wCN2fbC4kw4+UQsI7tjOntkv4l+/rtLj7oGD6DjpJNKOPQ6Lq/ZREyFE3SQUKKanp/PWW2+RnZ3NL7/8AsDgwYPp27dvk3ZOxILEFJvCvpBGop/139rm5X8VimqPqqWoNsRWOafZJUhsy8qziSl2NwAOqz2eVWzpPZPrIpC9lS233IgRDKLYbAS0EJPCPiib06OgMGnOD/z4/hlYSryYhoGiqlgzMlFtNpQKH3a23nV7/GszGkV1uxg08xnc/Qc0SV/LVdUHMxolUhAr6mzLzIrX6VMsKoZpoBk6u++9Z39/NQ3F6WT7DefjiwZJsjlBB7vVRpG/tNL/qx4MopWWYoTD1dZDDO3ayfZHZ2CGQlBhjl7Fvu58qsJuEZqG4nLS947pOHv2ru9LVG+mYWDqevx1snZIjc/jtKZn0HHiiaSfOKlyYCuEaHTVBopbt26lX79+qKrK1q37JzkPGBB7g9V1Pf54+WOHgvJVyAdaXRSq8Xhtq6Gre94uf4SgbnLnjwXxxz7P8cW/znLs/y/cG9QwTHhkXayodpJF4V/Zpby9LTaPtLrV0CqQ5bQkvPtATa9BIGSp92sg6u/AbGK5tphVdPcfQN+77mHHE4+ih0IUqmEMly3+8xlxWjFNCwXodOvYEb20FGtqGrb09P0/w/4AlrLMYawkjBdLSgp9bruz0YLEA/tqhMNYkpMr/R4d2AdHly6YZqzIc/kx3TTQDR0lyY1S1tb0+1GTk0n681W8H/gmnk0sZ1dtvLPpfxzf6XDw+TECtRfMdvbsTY+rr2XPyy9hRCJY3O7KfXW79/c14EdNSqL7FVc1e5AY3ptD0YJ5FC+cT+Zvp9Lp7HMBsKWn0/WiP+Ls25eUw0e12Ip2IQ411QaKp59+OkuWLCEjI4PTTz8dRVEOqp9Y/r3UUWx85ZnEkA6FYZ3OztqTv6YJkbK/FTYFMh1qQsFfml3FKUPObdqB2cRybTWrmDruaIa+9Aor7rkF28Z8ok4bZoWfZdU0sYWiBIcO5Mibp7PnpX/g37QBS1ISSoVg2dQ1dL+fpCHD6HPndOyZjV8vr7yvOx6dkVAfAHY8OgPvxvWYLmelgMfUdcxAANuggXS46c8sC+3At7Esm1h+74pKF2dHVH+QpWvnc3TnwxLua8phR9D/wRnseelFAtu2xoLFCkGoaejogQDufgPoftU12DoevIixKeh+P8b3K/jlrdcJVFj9XbxwXjxQBOh07nnN0h8hxH7VRh/z58+Pr3SeP39+s3WotasuK9bQOooHPi+kG+wLaty+qoBOTgsPjdpf/7Di1xWd8vUuiqMGhgnvHd+Nvsm1Z5DsKnS01+2TeU2vQYHhlcxhM6sum1iuLWYVAZSOacz+bTeOjeTSJ7uQkHv/gixHSGNH/0wWn96Nf/bvz8AnZrJ9xoOULF+KLTUt3k7z+Ug7egJ9p9/bpBkoe2ZWwn2I6lHS7r+b0BOPE/5+FUqHDvG2pt+PfexoUm+5AR2TjxcvqJRNdFsddDHd+IvzKfEX8x/vV4zJGopVTfz/1dYxnd633cHuF1/A+9OPWFP2X1/3+0k54kh6XHNds9RUDGz9hfxPPqR0+TLMSIRAeR8zMul4wiTST5TFkkK0tBr3ei733HPPMXHiRI455hhSUmreH1g0XEg3yAlo1GHTFSBWEiLdbuGtY7smtHhFAdLtFtnLuY2rLptYrq1mFRfuWklp1E9Wvp+ozQKmiS2iE7VbiNosZOX7KY3E7uukXuMJZG/F4nRhmgZmKIjpdmJxughkb43Pb2xSqlqpD0YgiOp2xftgKgresA9P2Idm6kS370BxOGNDzcEgisuF4nCgbd8BqsrynNXxuYk21UpH1U0Hr0bQl0cg7MduseGLBFix72eO6XZknfsa+nUnqsMZ62sojOp0oDqchH7d2TyvFxDJz6Pku29j39hsdDzmWDqeMJnkkYfJ0LIQrURC7wZ2u52//e1vjB8/nosvvpiXX345vqhFNK76BIklEb3S94kEiQBuq0KHOmYTRetSWzaxXHlWMapHm6lnDVN+X51LIrh9YUxFwRnUCKQ4cQY1TEXB5QvTqSTKmxs+xbd9K9GiQlAUdI8XJS0N3eMFRSFaVBgLfppYaOfOSn2wZ2XF+xApLGTPljUUhz3oGOi79mAUlYCqYHq9WDIyML1eUFWM4hLCv/7Kx1sX4FCtpFqT6KY7sRQW4/EUohv7f99tqpWPty5AM+r2/xrZs4doaUmsrz4/tvR0dJ8/9nqVlhDJ2dOor43m81Lw+X/55a8349+8Kf54hzFHkTJmLD2uvwnLnffQ6+a/knKEzD8U1btyWW618+BF00i4PA7Ajh07WLJkCYsXL+Yf//gHqampHHfccdx///1N2cdDRtSI7d9clyBxmzfK7xft5fIBHQ6aQ1oTFamZ2B7Ulk0s19ayiuX3NSK7BEdQw3ArLDllKNkjuzLg570c/fUmnEGNAdtKWNrRzg+fv0uKx4OS1pFeN93K9vQMehUVsOuF59A9XkqXLW3ymnqly5agV+hD+klTKPjyc3594Vk0Tyne5ctJOudMAMLf/4Dh86JaUkm55gqcE48jtPBbvK++juH1sWX+p5j9oY89A0p9eEOxfWVtB3y2r29W0fvTjxg+H0qHVLpd+idSjzmW0iWL2Pv2vzB8fryrV+PoVvXit0SZuo539Y8ULZiHZ+VyzGgsmC1eOJ+kwUMAUG02+t3zAAD7Dih7I0RbEwqF8Pl8ZGbWvlVuW1Kn8YU+ffowevRoJkyYwFFHHcXevXv55JNPmqpvhxS9LEiM1KHebXlRbU/U4O3t3oTL5wB0dKhSM7GNSzSbWK6tZBUr3lefLXnkd+vA3EvHkX1YN1AUth7WjU8vHUd+tw703pyHXbWR++08XIOHMOT5F8mYcjKKopAx5RSGPP8i7sFDKFm8qMn7XbJ4Ee4hQ+N98EeDhI8dTdoTD2Mb2J/w8pXxtqHlK7ENHED6EzNwnXA8iqLgOnEi6U88gn34UIxN2XQLqITz8/AHPZg1rGiuT1bRs+oHnP360+/e+0k75jcoKKQdcxz97r0fZ99+eFb9UO/XIbTrV3Jef5UN0y5h+0P3UbpkUaw0kdNJxxMnk3bcxHqfW4jW7KKLLuKnn35q6W40uoT+wsyePZtVq1bx448/ous6o0aNYuzYsVxxxRWMHNkyW2S1J6ZpkhvSCOqJpxJjRbUL4kW1/z42i7sqlNCpiVONzWUUbdvCXSvJDxbhtroIGKGEnpMfKGLhrpVM6XNME/eu/ire17cT+5DfOQXdqkJ0/z0GOlh47/8OJyvXi24afHlsV9JPvYThB9TUc/bsxZDnXySwZfOBl2l0Pa65DvegwWgWhdxAISEttq+ytXs30h9/mGj2tnjblD9dgq1/PxR75R2T7J07s/uPp/Hdwvcp8RQedA0TK2o0QlCrvGdzUaiUFXvXckz30Qn1tcsfLsTZp1+8RmE5R5du9Lv3AUI7tlXzzNoVfvUFBZ9+HP8+acRhpE+aTOr4Y6QgtmjXioqKWroLTSKhQPHpp58GYvsdXnzxxYwePRq7vfYt4Q4l9V3pWx4k+qoZb65uhXOsqHZsjWB5Ue3q6iRWVNeaiXUxe3xnVq3a3ejnFVUzgbGdR7R0NxpdpfvKgIyaGncuO57RH2xVr/xV7fZm2fPZPXw43ogfj9+PcUB+X7HbsQ8dEv++4tcAimGC349W6iXg9+Lu15+qqhfqoSiZaRmEtap3Xkm4rzXs6azabAnt+WxqGp4fV1Gy6Bt6/vlGVEeshE/6iZPxrFxOxxMmk37CJOydpQqCaFsMw+Cxxx7js88+wzRNhg0bxn333UevXr147733ePXVVykqKuKwww7j/vvvp2fPnlx33XXk5ORwyy23cP3113PFFVfw1ltv8cYbb1BSUsLQoUOZPn06Q4YMqfH8kUiEJ554gu+++468vDyysrK46aab+O1vf9tir0dCgeKSJUtYsWIFK1as4MEHHyQnJ4fDDjuMo446irFjx3L00Uc3dT/bJdM0yQvpeKJ1W978Y2GIJ9bHPrmc3iOJC/smvhK9o0PFZZUh5/bg5D7HcHIrzgzWV1u8r2A0RHHYS7SOi0oUQAmE0D0e9LJt98Z0Hs6YzsOrbL99+3aOGTmuod1tkOD2bRQtmEfJt9+glZYAsUUpHY8/AQBX334M+cerTfJhVIjm8PXXX/Pdd9/x+eef43a7uffee3nppZc4/vjjefbZZ3nppZcYOHAgr732GldccQWfffYZL7zwAieeeCJ33XUXkydP5r333uOll15i9uzZDBw4kDfffJNp06bx+eefs2zZsirPP2PGDP75z3+ybt063n//fVJSUnj77be59957Ofnkk7FaE5tm1NgS3sLv1FNP5dRTTwVg9+7dvPLKK8yePZtZs2ZJwe16UC1W9gU1vHWsgZMf0rjx+3w0Ewam2Hjw8IyE35BdFhlyFqIxaYZOadiLPxrcvz9zAhQUlFAIvbQsQKxlV5WWppWWUvzdQormzyO0vcKwtKKQfNjhWNM6VmovQaJoqKbaBS0RKSkp5OXl8cknn3DCCScwY8YMVFXl8ssv55JLLmH48NgHuSuvvJK33nqLFStWcMwxlT/cfvzxx1xyySUMGzYMgGnTpvH+++/zzTffkJmZWeX5AX7/+99z/vnn06FDB3Jzc3G5XPh8PoLBYIuVJ0woUDQMg7Vr17J8+XKWL1/OTz/9RMeOHTn77LM57rjjmrqP7Y5mmBTqKkkJBIn3rI7NOywfgl5THKYkopNsVXj2qE64E8wOKkCWY/+Qc10KhA/9ZDsAG8+Uvb1FyzF1nX3vvkOXC/7QIuVT/EEfrz1+HZfd/gJuZxK+SIDSqBfdSHwZmQIoUQ291IMRDGKaJtFwkO0zn6Dvrbdhc7TOOXzbZzxIYPP+hIC9WzfST5hMxxMmYc9q/N1uhGhJEyZM4N5772XOnDk89thj9OzZk9tvv52cnBxmzZrF7Nmz422j0Sg5OTkHnaOwsLBSPWqI1afet28fU6dOrfL8J554Ij6fjwcffJA1a9bQvXt3+vaN/d2taUFbU0soUBwzZgzRaJQjjzyS4447junTpzNw4MCm7lu7FDVM9gY0POH6rTyd3DWJt461UBIxEtp5pVxHu4pThpxFG+bfsJ59b71BymGHN8ucwwO9+emz9F2whvcPe4lTTr6UsB6u/UkVqLqJ6fMR9XoxKwSXW7/6hI7rt7P167kMPf38xu52nZimSXBbNv6NG8g6fWr88Y7HTyS0+1fSjj2O9BMn4x48RLKGokk11S5oidi1axfDhg1jzpw5eL1e/v3vf3PTTTcxatQoLrnkEn7/+9/H22ZnZ9OtW7eDztGtWzf27Klcj3T37t2cdtpp1Z5/1apV3HffffTu3ZtZs2ZhtVrZsGEDn332WZPdayISihyeeOIJVqxYwRtvvMG0adMkSKyniG6SE4gSMhr2yeCIdCcTu9RcN68iRz226ROitSlevAjN66V48XfNfu1AJEjJku9whw12L/ySklBpQs9TUFA1HaXUi5a7j2hpaaUgUTM0IouWoQKRRUvQDK2J7qBm0eIi8j7+kC03Xscvt9xAzsv/IJK3f2gvffJJDH/tX/S89nqShgyVIFG0a8uXL+fPf/4zOTk5JCcnk5qaSkpKCmeffTavvfYa2dnZmKbJ3LlzOfPMM8nNjf2u2Gw2vF4vAGeddRZvvvkmGzduJBqNxhfATJw4sdrzW61WvF4vDocDVVXJy8tj5syZQCxz2VISyihOnjy5qfvR7kUNk73BKOG6FDss44kaPLquiFuHdsRuqdsbtAJkOqyyTZ9o00zDoPib+dgy0ileuIAeV16D0kzbzAG8vu5jhmwqxONWGbypgLc3/pfLDzu32vYKCkokGssgBgKVgsOK1uzbQNd9pegKZO71sGbfBkZ3O6ypbqMSIxrFs3IFRQu+xvvjKqjQR0ePnkQLC7B3imVtylc0C3EoOPfcc9m+fTvnn38+fr+fvn378uyzzzJ69Gg8Hg/XXnsteXl59OrVixdeeIE+ffoAcM455/DAAw+wfft2brnlFoqLi7nhhhsoKChgyJAhvPrqq2RkZFR7fkVRmD59OnfffTdz5syhY8eOnH/++axfv54tW7Ywfvz4Fnk9WmYJzSFGKxturk+QqBkmS/ODeDWTnIDGc0d1qtPzU20qSTYZchZti+bzVVrgEczeihEIYklORvf58P28Fle//vufoChYk5Mb/fqaoZHnL2T5wvf5XSRKyGHBEdb5Zdk8Aj0n4rQ54tdXk5L2B4heL9Fg8KAAUSsqAjP2mK7r7Pr8E7oZYFoUVN3k1y8+YcTpnbGUz8FUVKzp6QT0MJ/n/0h/I7VR7s/UNDZe+Se0ov21Gi3JyaQdN5H0EyfjGjBQsobikKWqKrfddhu33XbbQccuueQSLrnkkiqfd9VVV3HVVVfFv7/00ku59NJL63T+ww8/nLlz51Z67Oqrr67jHTQuCRSbmG6Y7A1q9RpuNk2TH4rCeDUTqwJ/GtChTs+3q5Ah2/SJNiaQvZUtt9yIEQyiVKiNqFTYSWjrXbfHvzajUVS3i0Ezn8Hdf0CjXV8LBjAtFjwRH+dFQ5hll1eAC+fuJOeLK+hgT8LUNNSkJNIfvA9rageifn+VGcTQqtV4n3k+lrlTFExMji4Lhs2y845fkE3pwjtQUMA0idgtLP/zb/mvbQ9ePcgEe39OY2Kd7ylaWEg4dx/Jw2KrNRWrleThIyhZsogOo8fQ8YTJdDhq3EEFuIUQQgLFJlSXHVfKVzdXtMUTYVcgNmdpZJqdD3f6+HCnr1Kb6gpyK0CG3cK1K/KqLNpRVYmB93d64l93ce3/0djlj/WhfPXzgWQ1tGhM7v4D6HvXPex44lGMcBhLcnKl7JalLHNomia6z4slJYU+t93ZKEEigNq7J6m33EDh35/FCIUotETAYon9UgEhhwVMCBIhWUnC3qUrHS69GMVuJVo2P6kqztGjMC74Hf73/gOGgaaYmKpSfloMi4IJGKaJzVTIy3Dy9CWDKFW3gg4O1YZbSXyjAyMSoXTFMooXzMP702psmZkMfemf8SH7LhddQrdpV2DrmF7PV0oIcSioNlB8++23Ez7JhRde2CidaW/yQ3q1O67UpiCks7YkVoA31abQvw4rnAGSrAopdksdKrsJ0XqkjjuaoS+9wo5HZ+DftAFLUhJKhT2tTV1D9/tJGjKMPndOx57Z8BItuqFTGvHhiwRQR40k/anHWfPAHbi2FRB2WDAqBKuqaZJkc1M6tDcD/nAZptOBoem1XsP921OxjRxB/qOPoXr9GIoJFeYPK4aJakI0xcWAW26nQ3A+gXAxUzKP4KxO4yjenVfj+U3TJLB5U6wg9uLvMPz++DEjGCKSuw9H19gKTUeXrnV9iYRocU252llUrdpA8dVXX03oBIqiSKBYhcKwRmk08UmJFTOD+SGNc77Ziwl0sKmc2NnFw0cm/ofQwv4h57qUGKiurdRRFC3BnpnFwCdmsn3Gg5QsX4otNS1+TPP5SDt6An2n39soNRV9kQClEV+lVceRDm6emJzC775KYcgOL/6yLLvF4aSjI4UdmXY+6+fjISvUZamH0qMr/7rkCM58exWpxSEMFXQFVg1NJS/VzvHrPHxy0RHc0rMbfw6dRqrVTYY9Vmi3uIbzRvLz2XbvXYRzKpTksFjoMGYs6SdOJmX0WBlaFkLUWbWB4oIFC5qzH+1KUVinKGzUO5t375pC8sOxotoTMp1Y67hiOc2h4rDIAhbRDqgqgeytWJwuTNPACARR3S4sTheB7K3QwJXPET1KSdhLUAsddOztTf8laup0LQgTtqmoFgsprlQMh41AUREpJVFCQ3owd/u3nDdwSsLXXJO/GZ8RItkXQVPhp4EpfD6+E3kZDhTTZPQWDz49xJr8LYzuPKza8xjhELo/gC09NnRsy8jAKNsG0NWvPx1PnETH407Amto4C2CEEIemhOcoFhYWsmPHDoyySdqmaRKJRFi/fn2lVT6HuuKwTmFYb9CQ7x3D08kJ5HH9kDS+3Res03OlZqJoT0I7dxItKkS1O9A9XhxduxLeuxfV5SJaVEjo1524evep83lN08QT8eEJ+zE4OPMfjIb4eucyOpdESY2CmZZOksVJke7HtTMP3QZuHdK9Gkv2/MgZfY/HaXXUel3N0Jj363L67Pazrk8S/z2mE3uzYvlIxTQZtakUZ0inzx4/8xzLODxrEFa1wtu0aeLbsJ7i+V/HFqKMHUfvW2MrJxVVpce1f8aWnoGrb786vyZCCFGVhALF999/nwceeABN01AUJb6VjKIoDB48WALFMiVhnYIGBokAvZNt/Of4blhVpU6BYnnNRFXKWoh2onTZEnSPByWtI71uupX0k6ZQ9PWX7HrhOXSPl9JlS+scKIa0MMVhDxG9+gK2b2/6LxZF5ehCO2nJGfhCfj4fYmFjn3SGbLNy/Kp8nGGd/nv8fN/BlnBWcU3+ZnINP7s6GXw+uFf88TTdypQVhRy7dA8WE4ZtyOd/PZPjWUU9P5/Q4qW4F3xDdtH+AWjPqu8xIhFUe2yRS4fRY+v0WgghRG0SGreZPXs2F110EcuWLSMtLY0vv/yS9957j759+3Leeec1dR/bhJKwTn4DgsRd/iie6P7J8HUdbgZIsSlSM1G0KyWLF+EeMpQhz79IxpSTURSFjCmnMOT5F3EPHkLJ4kUJn0s3dAqDpeQFimoMEkPRMD/v20hfI4VB63PZES7gXxNS2dg3GRTY1L8D757ck9wMJwN2+QGFJXt+JKTVvKVfeTbRY9XJ7RibK5jlhyHRFPobKWSP7cOXZ48g7LDQdXcpNqz8uOprih9+jKKb/krgg49Qy4JE14CBdL/yGob+49V4kCjEoSCqR3lzw6dEa/gdFo0roYzi3r17ufDCC+nYsSPDhg3jl19+YfLkyUyfPp1HHnnkkF/MUtrAINGvGVy9PI+oafLc2E4MTq37G79FgQyHVDsS7UuPa67DPWjwQcGQs2cvhjz/IoEtmxM6TyAaojjsqXWLPFU3+Xrtl6j5RRRFQnw9xEFeegc0i1pp55LCFCtzpnSjU1EYMIkaOnO3fcN5g04+6JzZgX30c3VmTf5mSsJesqx2HP4waaoLu8UOmkmY2B+9nV3d/Oviw+mzowQDkwJCaBs3xfqWlkpoxDBGXnAJzl69E7pvIdqbhbtW8uaGT+mSlMmU3hNaujuHhIQii5SUFEKh2GTvPn36sGnTJiZPnkzfvn0P2vT6UOOJ6OQ1IEg0TZO7VxeQ7YtiUyCoV54vVV2dxANl2C3Y6pCFrEuJAVntLFpK8oiR1R5T7fYaj0Ps96sk7MUb8WPW8FuqmKD4A2ieUrzF+bhUGy6njWDPFFJqOH8wCTpWcyw7sI939y5mtXc7f+1zFiowuGOfKtu6i/10//lXevy8i+zxA/n1qMPoDdChKyUnd6TXYUdjHzmcHb/+KkGiOGTFsolzcVkcvLnhU07oMRabpW2u5B81ahRz5sxh8ODB9Xr+7t27mTRpEt9//z0dOtRtM466SihQnDBhAo899hgPPPAAo0aNYtasWZx99tl89tlnZGRkNGkHWzNf1CAv1LA5iW9u8/B5TgCAO0akc0R63fdUdVkUUu0y5CxERRE9SlHIQ1ivfkhYAZRgGL20FL1sxfD5g07m/Coyg4n6NZjPu/uWsLL0l/hjK0q3cH3v3zKm8/D4Y0YwSHjF94QXLSG6aX9mdNQvXk68+Kz9J9z/FCEOaQt3rcQT8dPBkYwn7GPh7u/bbFZx9erVLd2FhCUUXdx1110AfPPNN5xyyilkZmYyadIknnvuOa677rom7WBrFYga5Aa1KtZLJm5VYYgn18fmHJ3RI4n/61tT7qJqsQUsFtmXVYgKdKtJrr+w2iBRQUENhDFy84kUFMSDxIbICRXx9x2f8ZfNr8eDxN7OLG7rezZ/7nVavF10+w48s16i8Nob8b38z3iQqHbsiOuM35Jy9eUN7osQ7U15NtFeVnjfrtqabK7irbfeyowZM+Lf67rOhAkTWLFiBe+99x4nn3wyY8eOZdq0aezatQuIZfhGjRrF3XffzZgxY5gzZw5r1qzh3HPPZcyYMZxyyim88sor8XMOHjyYjRs3ArBt2zYuu+wyjjzySE444QT+/e9/x9u99dZbTJ48mTFjxnDxxRezadOmKvu8dOlSzj33XI488kjOOOMMvvjii/ixE088kXvvvZejjz66yv2la5NQoJiRkcGrr77KRRddhNVq5c033+Szzz5j/vz5nHPOOXW+aFty5bLcStvcAQQ1g70hjYr7MNyzuqDKbfiqU6wp3PR9PpoJA1NsPHB4Rr2CvTS7ista92zi0E+2V7sl34Gqeg2qazcjp/YSIa1FU0yKDkSC3LjwUQKR2lerN9Wk7EgkxKdP3U4kcnBtwIpMXUef9yWmXvuOIomes6VF9Cg5hbsJ33kH0aD/oOOKYaL6Axj7cokUFBAO+pm3c2mtcxcBtGiE1e/MRoseHFSuKNnCTZv+yZKSjZhAd0c615b05vGBFzE2dUCl3219Tw7hJcsgEgGbDcf4o0m9/VbSn51J8u/Pw9qtW4NeAwDT0Mn/7BNMo/b/27q0bWnt9b5E7cqziQ5LbL6yw2qPZxUb29lnn83nn3+OXvbeuGTJEpxOJyUlJTz77LM89dRTLFmyhKOOOoorrrgCTYu9fwQCAdLT01m6dClTp07l7rvv5txzz+WHH37gmWeeYdasWfHAslwkEuHyyy9nxIgRLF++nBdffJGnnnqKH3/8kffee4+XXnqJZ599lmXLljFx4kSmTZuGx+OpdI5ffvmFq666imnTprFy5Uruuusu7rzzTlatWhVvs2PHDhYuXMg999xT59cj4QjD4/EwZ84cHnroIWbMmMHatWtJSal7BqytC2oGOUGNBLZvrlbUMHk61xkvqv3cUZ1w1yPYsyqQLjUT6618UnRjvtG8sGYOi/es5oW177bI9QG+++YDrB9/xXff/afGdv4N6zG++gL/xg2Nds6WYpompWEvuf5CCl9/A+ueHPz/3v9/oOomiseHvi+XSGFRWQbRZE3+ZubtXMaa/C21XmPjT9+S/M33bFxz8ErrEcm9cFvsdLan8udep/K47XhG/mcZwQ8+ovj+h9F+3f/HwTFmNLYRw0medikZs56hw5+vxn7YyPgezI0huPUX8j/5iGD21kZt29La632Jmh2YTSzXVFnFCRMmoKoqK1asAGDu3LmcccYZvP/++1xyySUMHz4cu93OlVdeic/ni7cDOOOMM7Db7bjdbpKTk/nmm29YvHgxffr04YcffqBnz56VrvXjjz/i8Xi48cYbsdvtDBkyhLfffpt+/frx8ccfc8kllzBs2DBsNhvTpk0jJSWFb775ptI5/vvf/zJu3DhOO+00rFYr48eP54wzzuCjjz6Ktzn55JNxuVz1itsSemfasGEDU6ZM4fnnn2fHjh1s3bqVv/3tb5x66qls355YVqo9CGoGOYGGBYkAId3EqsRO8tiRmfSp4z7OEBtyznJYsNSjjI44eFJ0Y7zRBCJBPto6D1VR+OiXeTVmFZvi+uXnXf/FB7jCOus+f7/G8xYvXgSBAMWLv2u0c7aEkBZmX6CAkrAXA4Pgl1/HHv96QTxA1PbtI1pSgqHtzxyWl6uxW2zM27WsxqyiZmjkLFuEM2Lwyw/f8equr5mbtz/AT7I6ua//BTw9+DLG7zLwv/waZlExwU//i/bLVkKLlsTbKk4HaXf+FdeJE1Hd7iZ4RaB01Sp0v5/SVT80atuW1iL3pSixfxYVxeHAkpQEjbBtpEjcgdnEck2VVVRVlalTpzJ37lyCwSDz5s3jrLPOIicnh1mzZjFmzBjGjBnD2LFj8Xq95OTkxJ/bqVOn+Nd///vfycjI4I477mDs2LHceeed+Hy+StcqLCwkKysLq3V/EDx48GDS0tIoLCyke/fuldp3796dffv2VXqsqKiIbgeMRPTo0YO9e/dW2a86vx6JNHrwwQc54YQTWLBgAa+++iqvvfYaCxcuZNy4cTz44IMJX2zhwoWcccYZjBo1ismTJzNnzpwq2+Xk5HDZZZfF23377bcJX6MpqMTmJOYEKg8311eKTWV61xCvjO/M5K5J9TqH26qQItnEeqtqUnRDvbBmDlFDx6ZaiRpajVnFprg+wMKdy+m9PodgsoM+63JY+OuKKtuZhkHxN/MhJZXihQswjepn2yZ6zuYWNTQKgyWV6iLqkQiKP4C9U2esioXw7t2xALGK4fU1+ZvxayHcNhf+aLDGrOKavI2k7y7ko4mdeX+Mmy8Kf+I/ucvwl239p+XkkPXpt3hu/CulTzyFvrusGoSi4Dh2PI4xRzb+C1AN0zTwrFyGNS0Nz4plmGb1/7d1advSmvS+yoNBVUWxWWPbRKZ2wJaRjr1TJxzduuLq2Qtn167YMzNlz+xmVF02sVxTZRXPPvts5s2bx1dffcWgQYPo27cvnTp14o477uCHH36I//vwww85/fTT488rn2aiaRrbtm3jwQcfZPHixcyZM4eff/6ZN998s9J1OnfuTEFBQXyYG+DDDz9k+fLldOvW7aDKMrt37z5oEXHXrl0Pardr1y4yM/dXTWnIOoaEAsWNGzdyxRVXYK9Qy8zhcHD11Vfz008/JXShvLw8brjhBv7yl7+wevVqnnnmGR555BHWr19/UNtbbrmFwYMHs2LFCh566CFuvvnmg8b1m4tKLLDbG2x4kFi+ow3E6h4e28lVr/NYgCypmVhvTTEpumI2EWKLJarLKjbm9TWfD83rRfN6CZUU8dWXb2GPGkQdVuxRg6++fJNQSRGhffsI7d1LeN9eNK8X39o1GIEgitOJEQjg+3nt/vPs2xdvV9M5y9trB3xCbg6+SIBcfwFFv2wkvG0b0R2/om3fSfjfH6C6XGg+L+Hdu/DNeZ/o7l37/5W9mZZnE21K7MOWDWulrKIRDGAE/BgBPyWlBXyw6Uue+V0vFh3eEc2qYtPhzLRRWEJhtKJC/B/PJTj3fxjFJbEO2myomRkomRm4Jk/C0rN7/HxGMNCor4Ue8KP79/8LbN6EEQxhcbowgiECmzfHj0UK8ggX5CfUVvf70QMHz/NsLg2+r3AEa0oHQCG4bRtGNBL7QGRRUex2rOnp2DIysHfuhKNzZxzduuLs3h1n9x44OnXG3jEda0oHLC4Xqk2KmreU6rKJ5Zoqq9i/f3969+7N3//+d84880wAzjrrLF577TWys7MxTZO5c+dy5plnkpt78Bx+i8XCXXfdxeuvv46u63Tp0gVVVUk9YO/1ww47jI4dOzJr1iyi0SibN2/m8ccfx2azcdZZZ/Hmm2+yceNGotEor776KkVFRUycOLHSOU477TR++OEH/ve//6HrOsuWLYsPlzeGhKKNoUOHsnLlSvr1q7x/6IYNGw56rDqdOnVi2bJlJCcnYxgGJSUlWCwWkpIqZ9S2b9/OunXr+Oc//4ndbmf8+PGceOKJfPDBB9x8880J3lbjsakKfs1ocJDo1wyuWp7LNYPSOKaeAWK5dIcFu0WGnOur/I0nxR4b9qv4RlPfUgv7s4mxwMOqqvGs4l/HXNok1w9kb2XLLTdiBIMoNhsBLcSksA/K5ropKEya8wM/vn8GlhIvpmGgqCrWjFhGRLHs/5y49a7bATCjUSIF+QDYMrMIKXqV51z10dm4rU7MaBTV7WLQzGdw9x9Qr9euLnRDpyTsxRcN4P/4vwRffwvV7cYMh2OBRSAAhoFJbHpG6LP/Efrsf5XOkfTHi9h4eNdYNrFsf2ab1RrPKh4eTaX0788RjYaZd3gHvhruJpimAirukM7Z3+Zy5OZSrEm78fEhZkkpmGbsNXI6UVzOWFbK5cYIBPDMeil+bVPTUBwOUm+6HmuPykNK9RHatZPtj87ADIWgwtBVxf/bnU89Gb+2VlwUu9+O6fH2VbUFQNNQXE763jEdZ8/mrd1Yl/sC0L1eFKsVe1YWqsuFYrfj6NYN1e5A83rZ8/JLYOiYmoYRDqM47Ax68ulm+ZkV9VdbNrFc+Yftxq6rePbZZ/Poo49y2mmxqgVnnXUWHo+Ha6+9lry8PHr16sULL7xAnz592L17d6XnKorCM888w4wZM3jxxRex2+2cfvrpXHDBBZX7brfz4osv8vDDDzNhwgRSUlL461//yujRoxk9ejTFxcXccMMNFBQUMGTIEF599VUyMjIqXa93797MmjWLmTNnMn36dDp37swDDzzAscce2yivg2JWTHNV4/XXX+eZZ57h9NNPZ/To0VgsFjZs2MCcOXP43e9+R58+feJta9ulJRgMMmbMGDRN44orruAvf/lLpePz5s3j8ccf5+uvv44/NmvWLNauXcs//vGPWm8oHA6zbt06RowYgcOR+Arc6lb1bi4NY1EUspyxAOCHwsqrPsdkxOoebiiNleEYlnrwNU3TxK+bfJ4TwKEqzDupO7lbNzFixIiE+1fObVHo7rYmnEaubmXzLn8sc9Izaf8v4L7g/jla5/XeX8BzdVHsnkeV1XhclFc5I/KbTu54u0AgwDE90qu8Zl2KfDeVqB7lsi/vIaSHK31CDWsRnDYHr015qMo3mlWrVjF69OgqzxmIBJn8n8vRTQOLsv8PmWYYWFUL8859Gbfd1aDrV6d0xXJ2PPEoeijEbqMUg8pDDKZpogLdog700lKsqWnYMjPjbQL+AO4kd7yt7vPGAi0TUNUaz9lDTcXidNLntjtJHXd0wn2ur5AWpijkQdOjKOEwZiBIyexXCXz+ZaVdU4B4oHggx4kTcV92ETNXvUFEj2Kr8AcoqmnYbTZuPfKPGBu34Hnz3zx0ShI5Ha303hvgzEX5DNzlx2LE3jJLOzhIc3YA08Q0TRRFRU1yV/m7aZomZiCIYreTfMn/YR8+rF6vwfbt2zlm5LhKj3nX/sSel1/CiESwuKu/vh7w73+dVEutbVW7g+5XXEXKYUfUq691tX79OoYP3/+e6F37E3tefRlT17EmJ6NYYx9uFKstFohbrJiqiu7zYkSjoGtggOKwg6bDAcPN5T/fqqP5fmah5vcOUbOvdizh+Z/mxD9U18Qb8fPnUf/XZusqtmYJBYonnnhiYidTFObPn19jG8Mw0DSNzZs3c+WVV3LLLbdU2i/6k08+4ZVXXmHu3Lnxx1577TW+/fZbXn/99Vr7UB4o1lV1ZV12aTZsqkqyGQsEN4Qqzwsc5ozlGreFY4/3cxyce/w1orIlHPuDNC0zzKmp9RvitFpUujlVFC3x5/9ua9W/YLnRWEDT2VZhWzJt/x+NyR32B42by+55cNm9rg5Ufg1GufUq2x1oerea98JtDt+XbuSj/G9xWw4ubB7QQ5yddTxjU4fW6Zxz9s5jYcmPWJWDZ3JopsEJaUfy+66Tm+z6ZmkJBa+/gLFzOxGHDbPCAifFMLGHo6i9+5JxzsUYcz/G3LkDHC6UChPyTV2HcBCldx8sF14CkNA5My+9DiU1rU79rSuLxYKm6vj9pZihIFowiB6NYpQFPZZt20l++12UGsr8mBYLvgsvQO/Xly2BX1lSshanWnkoy8CkRA1zUvIRDHL3Qs3Np/DLD0jL95DurbzQJWJVCdsUIj27YznjbADc//sSy759mDY7VMh8oRso0Qh6ly4ETjsZMyW53q+FzWol3dbhoDmXpteLPvdj2LMb7M7Kiy10HSIh6N4DyxlnxR5KsK3S1JUtFAUl/k9FsVpQrNZYMGi1YgZ8aJ99irl7F1hssc0NdB1D1zHCYQj6K/3M6m+/mdDPd1P/zNaFBJFVq+5DdXXq+2Fb1C6hoecFCxY02gVVVcVutzNy5EjOP/985s+fXylQdLvdhMOVA4pgMIi7jqsD65pR/LCa39XrV+ShmSY3D6tuo66Y8hqKB26590NhiD8uia1Qmtojib8c2RtFUeJZz7rIcKh13s95ezX3VZ5pTGR7vvJsa20ZwSuX5VJQkM+HZ9Q9U9oconqUp798nxR3cpVvPBbNyuLwOqYdccFBbzTVZQUCkSBLtjyFRVVRqwgUVQOWeH/mgSk3YLNY63392u7rT4GvOPYjH32yCwm595/bGYqwY0AWi88ZyD9POR3rGVPZPuNBSpYvxZaUEs8oRktLSDtuIn2n34tisSR+zuOPa7I3ZVPXCfs9FJcUEPJ76NghBaoKsgYORJ94HEV/vgUCsWx3pYyi203G80/R2eFEMzQ+WvUdbocrnk00MSlUIuy1hIlg8EM0m1P6H4/ntTdJ3VkUv4xmUQg7rYScVmxRnd0901g+uRe3HjESq2rFPOIwvK+9SfTn9ajO/e9Xhs+HbdThpFx2CYrasAVo27dvZ+iQqj9ImEcdxe4XX8D7049YXfun9GheDyljx9Hjmuvi169L2wYrz1oqCiigWG2oViuKLRYMKhYLitXC2nXrOWLUqIPv67iJ8Z9Ze2oaqAqoVqIBX6WfWQDz+ImVfr7LHfjz3Zwko1g/C3etJD9YhNvqImAkVr81P1DEwl0rmdLnmCbu3aEl4ajDMAwWLVrE9u3bOeecc9ixYwf9+vUjOTmxT8crV67kscce48MPP4w/FolEDtqjsH///uTk5BAKhXA6Y1mXbdu2MWBA25tLkhfSuPn7fHQTBnWof1FtiG3TJzUTG+bAuYEHqs9cwQPnJh6o4lzFwzMHNvr1IXZfpVE/Wfl+ojYLmCa2iE7UbiFqs5CV76c0EjvvSb3GE8jeisXpwjQNzFAQ0+3E4nQRyN4an4tYl3M21lCPEY1ghMIY0Qh6KIQ/4MEb9mMkshLXZoPqFokEA7HjVFjpbHVgYlKkRNhrCZGV5+eovUEWH55OoRFgTf4WUkb2IylnD5rVgmZVCDus2DQDQ1XRLJBeFMSvxeY1ju48DFQVffceFLsjNtQcCqE4nSh2e2wVdCPWSaySqhL6dSeqw4lpGhihMKrTgepwEvp1Z+Xr16VtohQFVAXVbkex21GtVlAtsUDQoqJYrDXWitSrW3mvqpV+Zo1AMLYq+YCf2Tq3Fa2aCYzt3DqTDoeahALFvLw8pk2bxp49ewiFQkyaNInZs2ezZs0aXnvttYSCuKFDh5Kbm8trr73GJZdcwpo1a/jPf/7D888/X6ldv379GDJkCE8//TS33norP/74I/Pnz+fdd2svYNyaRA2TW37IjxfVfnZsp3rtoAKxlddZsk1fgzTFpOgDVzpXR0Hhwy1fszp3Q6NPyi6/r84lEdy+MFGrBWdQw5vmIqUkSMRuweUL06kktgvMeD2LaFEhqt2B7vGipKWhe7yoLhfRokJCv+7E2qN7nc7ZkAnkpq6jBwLoAT9GKAymSSAaxBsNoNdhR43wd4uptOm6wv7vTQgvWoL9NxOY9+tyrIpKsRLBE/Jy2KYi/rCulJ75IXQFwn26EXbY+PrXpVh76bjOHc6Uz3/BsKg4Ijq+Dg6SPeWvSZSMUo15u5ZxeNYgyC3AKPGg2O2Yfj+WjEz0wgIUhxOj1IO+Lxdrly71ep0SEdmzh2hpCarNju7zY+/UiUheHqrTSbS0hEjOHhzdetS5bZXKyskoVmsswLQ7UB32JlkdHNq5s9LPrKNrV8J791b6mXX17lPntqJ1O7nPMZwsmcFWIaHIZcaMGQwYMIDly5fHh3OffPJJjjjiCB555JGELpSSksLs2bP56quvOOqoo7j33nt5+OGHOeqoo/j0008ZVWHI4bnnniM7O5vx48dz9913M2PGDAYNGlSP22s5X+b4+aEwNoT++JFZ9SqqXa6jXcVZzyBTxNRWYqFcXUotlGcTLVUMOVdkVVUiRpTdvtxGvT7sv6/+2SU4ghoW3WDJKUP56IrxLD1lKFbdwBnUGLCtBE/Yxw+fv4vu8WBqGr1uuhXLbXfR66ZbMDUN3eOldNnSOp+zLmUpTNOMrb71egnn5xHas4doYSFGMIRhxlY0l4a9dQoSAYJfzot/bTviMEruvgPb4SMrHV+Tv5lgOED6jjxOmruR+17ayO8W5tIzPzas5U1zkeHRsFmtlARLKTD89NjrxxHWUEyDlcf25fNzR/L9sX1RTQNHSKP3bm98tXTk558xAn5MXSPpD+eTes/tJP3+PEw9iuEPEPm57nOn68L7048YPh+mrtPt0j/Rf8ZjdLv0Mkxdx/D58a5eXXPbP02LDQcrKv5Nm2JZQZcTS1ISlg4pWNPS9tcV7NoVZ48eOLt1w56egTU5uclKyJQuW1LpZ3boK68f9DNbn7ZCiMQklFFcvnw5b7/9dqU6ii6Xi5tuuonzzz8/4YsNHz6cd95556DHp06dytSpU+Pfd+3atdLm2W3Rb7sn4dNM8kIak7rWf/cFhwodHTLk3BCJZhPLJZLVSzSbCGXBESa+aADDNKqcy1jX60Pl++qzJY/8bh1YeNZheDJic862HtaNvO6pnPDxWnpvzuOHsd3J/XYenQYPof899+Ps2Ysdq1aRMeUUkoYOY9tDD1C86Fve7NCxTuesqq+macZK1oTDGKEgRiRSOeN3wDBjMBrCGw0ktOdyVYw9OaCqJF81Ddexx5D3yy+k3XYrwcVL8L70KvruPSzctpRL31hLUmD/YrCw3cK2wVn8MqwT+V1SYpkyE4JlNS177iymMCuJpZMG4E2LrVzfMSiTwk5JTJi/lZ47ivl5RCfm7VpGv9Ul2Pr0JvlPf8TaOTaf13n0OKx9++D75xtEflqL+6TJ9bq/RHhW/YCzX396XvtnHF1iuzSkHXMcroGD2PPKy/g3bSTrzLPAYiW4cycdJhxDj8uvwtG1K6DQ6axzSJtwDDuf+Tv+jRvp/qfLm6yvdVGyeBHuIUPpd/d9OHv2Aqj0M1uyeBFdfv9/dW4rhEhMwnMUD1xgAlBcXIxNKtRXSVEUft+nYSsGFSDDYU0oGBHVa4pJ0S+smUNYj2JRVDSz5uxXxTl2Ob480p1pDb4+VL6vbyf2Ib9zCrpVhej+ewx0sPDe/x1OVq4X3TT48tiupJ96CcPL/oiWc/bsxZDnX2TBt++R7/ku4XMqioI/EmTJrlX8pvPhGJEIRjgUW5FqmLH6gjWIGFF8kQBhLUxDdsZ0Tf0trpMmY0ndP+dZLy5hd6qFN+86gdGbSinU/eR1TqL3jhJ29krllyFZbO/bMXZ/ECuvAoS0WHYT4LvRmfg6paFbVKhQbSCcbOW/pw8ivSAQWy0d8rJ70uGMOPw4lAMya9bOnUn9y01oTblpgKLQ9aJLcPbtFyt7Y7OV1cq04ujaleS/P0dox3acPWL7zHb742W4Bw5CtVfuq6t3XwY99iSBLZubrq911OOa63APGnxQX8t/Ziv2tS5thRCJSShQnDJlCo899hgzZ86Mz5PbtGkTDz74IJMmTWrSDra058Z1Ypc/SrCWDZ4fGpWJL2rwxR4/p3Sv37Z8B0qxKSTbmmbIOZHVzuUSrX84e3xnVq3aXXvDZtYUk6JNTLomZdbeEAhEQ4T1CAAZzlSGZfRvpD5UuK8MyKipceey4xn94ws7DqTa7egD+zJ2d1GN57SqFuyKjaTOCkokihkOw748IkperYFhOc2I4o0GCEUbFiCWS/7dOQCYkQiR1T9h+d9nFGzbRSjNxqY/DaBgYApH0Z2dUzLIdtgIJ8cWylU1C68wVIKtrJyV3rsDPZypVbQq0xHKS1FHMrseFCSWU2x2bP0a9v+uouC0OfcvGrHZYsPDZauHHd26Vbu1nAokDxse/z55ePW/D6rdTvKIkdUeb2419eXAvtalrWibTF1n37vv0OWCPzT7CvZDVUKB4h133ME999zDcccdB8S2i4lGo5x44onceeedTdrBtsI0Te75qYDPcwJcVBji7sNq/LNdK4tCnUvhiKo1xaTo28b+idvG/qlRz1lXTXFfNZ3T1DT0UAgjFEIPBkA/YJVqAkGiiYkvEsAXCWA2SogY+93TsrcRWrSE4NJlKIEg5XnFlIDOKC2dMwacxIjkXm1sQZiCxWrBZXXicCXhcibhCyk4unYtm0vYlu5FiMbh37CefW+9Qcphhzd74P+Pf/yDLVu28NRTT9X5uZdffjknnHBCrZuSfPrpp/z73/9mzpw59e1mo0soEklKSuKpp57i5ptvJjs7G03T6N+/P337Jp6Vau/e2Obh85xYeY5+KQ0fjs+wW7Cp8odAtBzTNDHC4bLAMIgZiSScMaxKWI/gifiI6vWbh1gVPS+P0iefRs/ZC8Sma+gKbOiXzLYje3Pkb87kzvSBbSOoUhRURcXqdOJypeB0J+FyJWOx768HG9mx86BhVSEOJcWLF6F5vRQv/q7ZA8Wrr7663s9NdN3FgWs2WoOEU1a//vor6enpTJw4keXLl/PWW29x2GGHcdZZZzVh99qGHwpDPLm+GIgV1f5DA+cmui0KqXZZ5SyanlpWV86IRjE1LfZPL9sTNxTE1I0GBYcAuqnjjQQIRoMNziGakQhmMIRaNhdRTU/H8PkB2JvlZMnwVPaM6sfopCFMG3Jcqw8QFVVFtVqxOF3Y3ckkuTvgcrqxNFaxayHaEdMwKP5mPraMdIoXLqDHldfUWJuzvm699VbS09OZPn06ALqu85vf/Ib+/fuTkpLCrFmzeO655/j555/Zu3cvRUVFzJ07l23btvHggw+Sk5PDuHGxrTaHDBnC9ddfz8UXX8ykSZO49NJLufjiiznyyCP57rvv2LlzJ0OGDOGhhx6if//+fPjhh7zxxht88sknAPznP/9h9uzZ5OXlMWTIEB544AEGDRrE3r17efjhh1m/fj1FRUUMHjyYhx56iCFDhjT665HQK/zxxx9zyimn8PPPP7N9+3auvvpqNm7cyKOPPsrs2bMbvVNtScWi2qk2tUFFtSH2H5LplJqJbVVsJfKnRPXat1msS9vGYuo6ejCI5vUSLMhj5a6l+HZuJ5yTQyQvj2hhIVpJCbrPh6np8SBRM6J8nD0fzai9r+Vto3oUfyRAfrCIQDVBomnoBL78GrOGcjimaRLd8gulL/+T3Kv/jPe998mPlPKjZxuK1UrKtD+SNuMB8u++hhG/+yMPjL6C4dZuCf0OaYbGvF+X1Xu1dWJi29OpqgWL3Y41KQlbair2zCwc3bqS2qsvnbr3pXNmd5LdKa06SDR1nb3//ldsSzwhmpjm86F5vfF/vrVrMAJBLO4kjEAA389rKx3XfL5Gue7ZZ5/N559/jl72c75kyRKcTidjx46t1G7ZsmU8+eSTfPHFF6iqyjXXXMPFF1/M8uXLmTJlCvPmzavq9EAsrnrqqaf47rvvcLlcPPfccwe1Wbx4MTNmzGDGjBmsWrWKY489luuvvx6A6dOn07VrV77++mtWrlxJr1696jUknoiEMoqzZ8/mnnvuYfz48cycOZOePXvyzjvvsGjRIu677z6uvPLKJulca1exqLZVgfGZznoX1S6XZldxWiSb2FYt3LWSNzd8SpekzFp3LKlL2/oqzxLq4TBGMIARicaCP9NkyZ5VfL3rO/pnduWYbkfWeJ4Ve9fy8dYFZLk61tr2+33rWbL7R5Jtboal17yAQ9u+g+D/vsA2sN9Biz30gkJCi5cQXrQEfV9sG0kL4FmxnNtHF2O32Xlh6JUkjYltjzYpvqwkcWvyNzNv5zI6OlJju6s0AkVRUCwqqsOBYnegWK1gtWJaLbEi1YDD6sBtdeK2OWstl9SatOT8MHFoCWRvZcstN2IEgygVFmkpFf4+br3r9vjXZjSK6nYxaOYzuPs3bCe3CRMmoKoqK1asYMKECcydO5czzjjjoA+fgwYNimfwPv74Y7p06RLfkvjMM8+sshxgualTp8an75188slVzkmcO3cuZ555JmPGjAHgiiuu4Nhjj8UwDGbMmEFaWhoAOTk5pKamkp2d3aD7rk5CgeKuXbuYOHEiAN988w0nnHACENtur7CwsEk61hY8taE4XlT7qAwnKQ1coWxXIV1qJrZZ5XUNXRZHrXUQ69I2EaZhxErTlJWnMaPRShnBA4ePNSPKx1sXYlOsfLx1AeO6jMSqVn398rZO1V5rW1/Ez5c7luCLBJm77RsGpfXGqlb/NhP5aS1GIEjkp5/jgWJ0+w7877xHdMPGSv3O6eRiyYhUvh+aSlQ1SVFt7I0UM8DatS4vVYX70pj363LsFlt8d5Wa+lqlsnmFis2K6ohtXYfVimmzgaJgli3ZUVCwWawkWV24bE5sdb1OK9GS88PEocXdfwB977qHHU88ihEOY0lOrhSoWcq2DzZNE93nxZKSQp/b7mxwkAixKTlTp05l7ty5jBo1innz5vHhhx/y2WefVWrXqVOn+Ne5ubl07ly5QkjXrtW/N2Vk7F/warVa49nLigoKCuJD2AB2u53DDz8cgB07dvDkk0+yd+9e+vfvj8MR2zq0KSQU2XTt2pXNmzezefNmfvnll3iguGTJErp3794kHWsLjsp00sGmcuXAVLq7G/bGrwCZUjOxTSvf0aSDI7nWHUvq0rai2NzBEHoggOb1ECksJLR3L6Hdu4nk5qIVFWH4A5iRaKyotVl1LcMVe9fiiwZxWZz4IgFW7Pu52muWt022u6ttqxlRCkPFfLv7B3b787BZrfEdS6q9F9MgvOpHlJQUQt+vwiyrN6nYbETXb4j1u0MKO48bzuOXDuThP/Zj4egMgi4rkzoM47mhVzDAXb8gESrs+2xz1drXihRVxWK3Y+vQAXtWJpZuXVA7d8JMS8VwuzDsNkwltsLboqik2JPo5E6na1IWHRzJbTZIPHB+mFnd3sxCNJLUcUcz9KVXSBo8BN3rwTxgIZypa+heD0mDhzL0pVdIHXd0o1377LPPZt68eXz11VcMGjSoysW7FQPXLl26sG/fvkrHD/y+rjp37kxubm78+2g0yuOPP47X6+Xaa69l2rRpLFu2jH/961/85je/adC1apJQoDht2jSuv/56LrjgAiZMmMCoUaN48cUXeeCBB7jqqquarHOt3Qld3Hw8sRs3Dk1r8LmSrU1XM1E0vQN3fynfXaWq+YcHtnWqdt7Z9L942/JgUPP7iXpiwWB4316Cu34ltGcP4dzcsvmEReheb6yOoZH4opN4NrGsBplNjWUVq5p/mEjbQDRIQbAEfyTIVzuXYlPK2mJl3q798/+MYAAj4I//C69chVFQhFlYiFlSgrZ1G0bAj5qehvOUk0i5/hqeu3Ecj4+DnVl2LCZ0110MDSVTWrQvsTeval+DWDaxur5WpCixBSfWlBTsmZnYunTG0qUzZloHDKcDU1UqlfpRUHBaHWQ40+iW3Il0ZypOq+Og87Z2LTU/TIiK7JlZDHxiJqnjxh/0M6b5fKSOG8/AJ2Ziz8xq1Ov279+f3r178/e//50zzzyz1vaTJk0iPz+fDz74AE3T+OKLL/jxxx8b1IczzjiDTz/9lLVr16LrOv/85z9ZuHAhiqIQDodxOmP1YNevX8+bb75JNNo0890T+mh7wQUXMHLkSHJycuJR6+jRo/n3v//NYYcd1iQda61CuoFdVeKZv24NzCRCrGZiprNtZhlETHmGMMUe266x4p7NB84/XLxrFXZDpbMtAxsKisXA5/OxdO0CjsocGtvRBBq82rg65RnCJJuTIDp2iy2eKTxw/mHFtkC87cp96xjdeTi+qJ9w2Y4l8QxdWVBUMat4eDSV0r8/hxEKoWg6ZigEFd7UzGAIz6yX0BWwmLFgObLmZ0695iy2hfNJiSj0IAkLCliJn7e+8wpr6uvoLsNjw8lOBxanE+w2TLsdMNmfQzv4/8aqWkm2uXBZndgbMI2gNWjJ+WFCHERVCWRvxeJ0YZoGRiCI6nZhcboIZG+FJlj5DLGs4qOPPsppp51Wa9vk5GSeffZZHnjgAR599FGOOeYYRo4c2aDd68aPH8+dd97JbbfdRn5+PsOGDeOFF14gOTmZBx98kAceeIDbbruN7t27c8EFF/Diiy/i9/tJSmqcTT/KKWZTDWq3kHA4zLp16xgxYgQOR+N8ii/fmcU0TU6atwfdMDkq04m9Qp3DDaWxuYrDUqu+5kOjKu/iUd5HgE4OC2ntZG7iqlWrGD16dEt3o9HVdF9RPcplX95DxIjisjqwKCo2xYoS1Um1urh/7JVYTAVTi6KFwzyw5AUCWhALKrqhY2IS0aM4rHYePfbGauf/NQbNiHLnomcIGxHsqo1gKITL6azy+ge2LWdTLCTZ3fxx2JnxFbqaoTFz1RtE9Ci2CntqRzUNu83GjWnHE/rgI6LrNlQOgC0WlOQkjA7JfDfEzReDbdz4ZQndgxaSL/k/lCEDeeLH1zF0vcrz3nrkH6ucV7jll18YNHBgNa/BwX21W+0oqhVnSgeuO+qPsQBRVWstCq6g4LI6SbK5cFkdTV6toDl/v0pXLK92fli58vlhqsNJn9vubNDQ36H43iESE9yxg03XX41qd2AEgzi6diW8dy+qy4URCTPk+X/g6t2nRftYVFRETk5O/O86wHnnncfvfvc7LrjgghbsWcPJWGcdvLHNw+6Axt6QTk6gccppuKRmYptkmiZGNIIeDLI8ewUZmo1+pNE16iAroNKhOIC7xE/e7myWbPoO3evFCIZYtusH8vyFmIaBZmjxQKRiVq8plWcI7QcEo1Vd/8C2DouNNEcKFouVX717+Sl//7655Rm6isEc7M/U7Vi3kujP62NBoqKAw4GalQm9erB4TCemT03l3SMclLpUvhifReqdf8E+fBhrC7YQ1iLVnjfReYUVlfc12ZFESlIqHbK6YWSm481ws1kvZGnxpoOGkytSyl6vjo4OdEvuRJa7I26bs92VtGrJ+WFCVFS6bAm6x4OpafS66VaGvvI6vW66JVbRweOldNnSlu4ikUiEiy++mPXr1wOxhb+bNm3i6KPb/u+FjHcmqGJR7TN7JPHYkZmV/jDcs7oAODhzWBMFyHJIzcTWyDRN0PVY8Wldx65rRIoK9xelLltRrBlR3lv+LiE9jFZFJtCqWOIrhYFK8/0OVD7/r6ZVxQ1x4HzDmq5fsa821YrL6sTApDjsIWpoWLDEVwoD8fl+trBG318KGLghj++mDMSb5sKGlc8zvVw6ZBDOCeOxHzUGz3vvszi4jf8d4aYgOfZByaKbHFfo4oKJF2NxpB00j/Cg/pbNK6zLamUDk+WFG8ns1IOo3UIBUUKaB0OLBYUKCh9nz+foLiOxHhCcqii4bE6Sbe42OeewPsrnh22f8SAly5diS02LH9N8PtKOnkDf6ffKnruiSZUsXoR7yFD63X0fzp69AMiYcgpJQ4ex7aEHKFm8iC6//78W7WOXLl148MEHueWWW8jLy6N79+489dRT9O5d97JdrY0EignIDe4vqj24g437G1hUu1yaXcXZwLqLon7KA0DTMMAwMHUNIxLFjEZigaBhViotE87PR+/U+aDzrMhZgzcSiM/hO1ClTJ1pVprvV1Pb2moV1seB8w1r62tIj5Dp6giYeCN+wkYk3rZSRs/QSd+Wy4gtxfTZWohVi83kG7gxjx/H98ZmtVJMiG1XnsXozsPY4NvFrMH55CanAqAaJuN3apy2NkAWEdKmxB4/cB7hgSrNK6xurqKioKoqqsuF6nTyffEWdjqjWFQdQzt41a7dGnsNlu/7mWO7j0JBwW6xldU8dGFtxcWwm0wLzQ8TolyPa67DPWjwQdtXOnv2YsjzLxLYsrmaZzavM844gzPOOKOlu9HoJFCsRdQw+fPKPPLDOilWhWfHdmpwUW0Al81Kuv0Q/KPThEzTjG3xVrYC2DTNWBBoGLGdP3QDU4tiRKOxtQjV1BhMVG0ZunI21cpHv8yPfZ1A26bIKtalrx//sgC31UlHZwf80QAhPVxl28ziKEXv/JsBG/M4y7c/iNSsKjv6Z7CnV9r+81bI/rmK/eQlKSimyZhtIabutJP1axGKw4kR9cSKa3fKrDGbWNV5K2YVbXY7tpQUlP9v777DpCrPxo9/T5s+2wtNehVEAQURUEHBrrFEEzVFTYwlGqOJJYm+iYnJq8aYEIk/jW/sscRExNhBVJo0FQQUpC992b7T55zz+2OYYZed3Z3F7dyf6/Jy95xnzjzPeWbZe+/zFLcrMRFFVYmaMV7Y+C4xK4aiNH5v/bqHD3cs58z+J+F3+Lr8xJSvK7xtG7HyMlSHE7O6pt74sFh5GeHt2zp8fJjo3ppas1N1OGRNzzYmgWIz7vxkP8sOLKp9/9hC+vm+/i8NBchzKGiqPHI+XMmg0IpGsWJRrEgUOxb72sFfSzSXoUtyaAb7QxWgKBS4cpot2xZZxUzqqqCQ7fQTjkfYH65AV/UmJ3Mc/8kuhnxRmvp+T68svjq6iC1DCog5E/+02NhUK3FUA2IHsn8jvtjJJevLGVGpMWTGBTgvPoHIx8sIvPIfrECQ6Odr+GJ0zyaziUl1s4rH9xyF6nKheTzYgQDkZtebpfzxnsbvgUtz4NZduHUXpm1SFqpk5b4v2mzHnK4kOT5Mycml7y23kTd9BuXvvUPJrL+mxodJoChE9yWBYhOqoib/2V4DwLVDspnW09Mq1/XoCrVturds92HbNnY8hh2LY8ViicfCsWgiK1j38XA7yzRDB4lgKRgPJ752ZZPYxK1xrZ1VzKSuLs2JW3cSNMOU1OzBtC16egtAAcWy6b2tgr6by1kydRD2gT9wvhpeTGFJBZ8PyWb3sf2pyXHXu2a1EmOXGiKgmrhslSExD3NLljDw00pmWHn4rv0e+oGdDFwnTkAf0J/afzxN5NNVzM3Z1mw2UVEUnLoTl8vP0shWTig6NTErEpuoGa8X4sbNOLM3vo9R59GxU3PgqRMcRs0Y5eEqbGziltkqO+Z0B11hfJgQou1IoNiEbIfG8rP78dvVZVw3LLtVrqkCBU6NPbKrQT1WLJYYMxiPH/x/JwgIG7N092rKI1W4NCchK/2j2aRQPIxpW2BDRaQat9Z0BhKgPFzF0t2rmdT76y+r0WRdVXDpLmJmjPLaKgLxILEDi2nru0sZ/VU1Q9fvxxtMHPtqQA47+iZ+Fr4sUllxaX9QFHyOOK4D6ykGVJN9epSAdnBLKs1SiGETCtew47RjGXXsyShG/fFGenEx2T+7hTWrPqIyvAaX5kyt0ZiqrqLicrrRXW5wOqhRTALEqAjsYHHpGib3Tp+F/XjPasrDVeQ4/bi0xD7Lpm0RjEUoD1dj2Q1/HkuD5cwvWcaM/pMyv9ndUFcZHyaEaBsSKDajwKXxs5G5hMymA5VMZzvnOlWcWvcd/N3YJB87HseqE/zZppmYVWxZia/beJHp1mYDx+SnX6fvUPuCZalt2/LdORS589qwZg2lq6umaDh1B5XVVeBQiFsm2U4fNRX76fFVOSO+LKN4X7Dea8r65lPoL0DLSnzWy8KVGJFEti3bmYXmcLLBKqPUDqVek6u4GKbmk2944EB8HC3o2SBITFIMB5GjejJsf/0dGBy6A4fTje11E9BtwlaMmBUnB8gBevua3pXBUA2mHTUeTdGIWyZRM4rVzBqJIkHGhwlxZJNAsR05VcjtwhNYUkvGJGcK21ZidrBlpc7p4RDR0lJsyzxwzsQ2reQFukwg2JzJvccxuRWyfe3h0LrG7Ti10RChWIj1hyxMXf7zX2Du2pX6Xi0sxDVlEq4pkygsKmR4I+8RsWL8aO3/I2AnHrEP8vTgWz0mc6y/f4tXCDi+eCTHF49EUVVUw0D1eFBcTmzDaHYB7LoUQDuwW8pFQ04/MmcsCyHE1ySBYjtRgHynntr6r6sJ7yipv2QMpA36ohUVmIFAO9ZMZCpuxQjGIwSiocQ4vO0lOD5bDXUCReeJ4wm9+TbOCSfgnDIZY9gQlEaWPwmZUdxaIjPoVA3OLzqBxRVf8q2ekxmXNegwl5BSUA0dzedFcbux9cSEmsQnLbMgUVNVctxZFHnycWoOWadUCCG+hu77DLST8RsKPqPr3u5k5jCVFewmmcHWZlsmpf99LbEcTzPCsTD3LX2McCzcqtc9VMyKURGpojRYQXXZXgJvv0vFL/+HirvuxvP6m1h1Anv3WTPIn/UX/Ndeg2PEsFSQGI5H+NuqFwnHI+yNVPLItje5cd3jBOIH635e4Qk8MOx7jPMPIPTu3IzqalsmwXfeA2w0txtHQQFaj2Jsvw9L1+plEK1olLJf/QYrGm1wHQUFn+Gh0J1HkSuPhfs/RVPUDgsSY2aMZ9bNIWbGmi/cTdmmye5/PpcYWnIEvr8Q3UXXjVy6EE1JZBNF9xfa+BWlr71KaNPGZss+/+UbrNy7jufXv9mq100ybZOaaIDS6lIqlyyh8uGZlN14C4Fnnye+dRsAVnY25r6DS9wkH/Me6vXNH7C6YiP/8+Vz/OSL/+PDirXUmCHmla9OlTFUDVVRiG/ZSujNt4lv3dpsHa0du7E+W40SDKEWFmB5nNiNxHah994nunAR4XnzU8c0RSXL4aOnt4B8dw4ew8UHO5bz1v4lzN+xPMM71frmlyzjmXVzOrQOHS2wbi17nn2awBfrjsj3F6K7kECxHeQ7NAxZM/GIULVyJWYgQNXKFU2WC8fCvLd9MYqi8N62xc1mFTO9LkDEjFIZqWZfoIzq6jL233Qr1Q/PJLriEzBNFLcb17RTyfmfX1J903UYA/o3eb09oXLeqPiMsmwHm+PlmFgUGFlcd9QZnF3YcJxm9LPVWMEQ0c8a27daQXM4cOTlYW7fTqRkB8ElHzc7/jD09rtgWgTfehdd1clx+unpLSTXlZVawiaRyXsdh2p0WEYvWQe35jyis4oVCxcQr6mhYuFHR+T7C9FdSKDYxtyaQrZDbvORwLYtqpctQc/JoXrpEuw0S64kPf/lG8QsC0PViFlmk1nFTK5r2Sa10QC7d21h7xerCMbC2IDicqH3PQoUBWP0KPw3Xkf+3/6C/5rvYwwdAs08mn2r9BNuWf8PAk41sR2eZTPG0ZuZI67htPzR6IesdWjbFpGVn6BmZRFZ8Um9uiqKguZy4SgoQC0uwvS4CMydh+LzEV6wODFJqhFWPE5s3Zega8TXfUmxM4dspx/tkAkq80uWUR0N4NXcVEdqOySjl6xDltPXYXXoaLZlUfHBPIz8PCrmv99k33bH9xeiO5HnoW1IAQqdmgym76bMYKDe/IpwyTasUBjN48EMBgmuX59aoBgABTSPN5VNTE5sUkhkFa8YdjYuw9Wi60bNKMFwkJo1qwh9tIDoqs/R+x5F7n2/Sb3ed+W3UTwetPyWL8vj11yY2KiWjS9i4w5Z7FO3Yw41MVQdKxSsN17V3LELOxxB9XiwgkHiGzejH9UH3e3GVjVsVSFuxSAQI75lG3YojOr1YgUCxNZ9id4/0a54aRlgoXo8qCiYyz8Fy0LVDex4nLLXZpM9acrBW6sqqAX5iWyipmPG46msYnsump3KaGqJf1o7og4dIV5bW+9zENq0ESsYQvP5MGtrqf18Ne6Bgw6+QFHQfb5u8/5CdGcSKLahHIeKqxX2hRadT7hkG1v+cB92OAz6wR8jpc4amdv+9ODBF8TjKG4XA+78Jc9XrjiQTUyU1VUllVW8IntcRte1rMSi5FYwCNFo/WBtXylWVRVqdmJhbP2oPhm1KWRGebN0JeNzhnCUK7FW4q7S7WQFTLyxA48fVAXTsnh9y4dc6B5J1Z//ih2JoNSpKweGWWheH+FX54AN8coK4jsTy+6o+XkHy9dpV+Vv/wCAHQ5jlVccuJZ6MOt54P82sOX3vz34fraNomnU/vxaqp0B/A4PQeI4dUcqo9deW/Els4l+R2IXp46oQ3sLbtrIhlt/ghUKoRgHg+G6n9mNv7gj9bUdi6F63Ax96C94Bg3u8u8vRHcnUUwb0RXI68JrJoqmuY7qR5/rbkD1ekFR0LxedJ8PzZ0IEDSPJ/G91wsKqF4vfX50A/QorpdNTEpmFelR3Oh1LdvCdruwdA2zshKrogIikUSQqCg4jhtN1s03kD/rz6kgMRMRK8br+5Zz47rHeXHPQv61ZzGQmOm8ePdneKP2If9QKCza+QnxHgX4r/ouqsebaIHHg+r3YxQV4+zZC72oEMu0iIdD2KaJWlSIWlSIYhgoPh+q33/gtYn7o/r9ieMeD3p+fiJQVhQUXU+sp3gguFQPfJ8MNhVdp9eNN/GkvySVyUtqz7GKh2YTO6IOHcEzaDADfnE3mt+f+Mz6/ehZWWjeRMZO8/kS3/v9iay638+Au+5utSCto99fiO5OAsU2ku/Q0GQCS7fmH30cg+69D8+AgZiB2gbLwdiWiRmoxTNgEIPuvQ//6ONSYxO1QwLFulnFQ68bi0WJxaKY9oFFzlUF4om9wrWePfBefhl5f32Y7J/finPCeBRH+l1PDhWz4iyJbebH6/7OM7s+oMYM4VB0ihzZ2LbN65s/wLSsBkGtVier6Bh5NNl3/Qx90AA0w8BRVITichGrrCReUYEVDmHX1mIMGUzBozMpeHQmxpDB2LW19ZYtURQF1QYtGCJr+EhGv/wfjnnhZYz8/MR2joeMMbMtCzsex8jPZ9TzL/LF1BFURwM4tfptr5vRa2vJbGJH1qGjZE84kRGPPYF32HDMmmpss/5e9rYZx6ypxjtsBCMee4LsCSd2q/cXojuTQLENeDSFbKdkE48ERm4e/W6/E/+xYxosNG4GAviPHUO/2+/EyM1rMDbxUMmsYjgWRs3Ownf2mdi6RrykBLOy4mDBcBj96OFk/+Zuch/8A55zzkLLzcm4znHbZG7ZKm764gn+G11NZTyArmicVTCWR47+IVf2OoWIGWXRrk+bGF+byCpGzBiO4mIK7vkFxtgxRLZvx6yqSv2itgMBHMePJefXv0TLz0PLzyPn17/EcfxY7EAAVVHRVR1D1bEDAbInTGTIAw/hKCjEO3Q4Y954F1ffvg3WwrNNE1ffvox5410cgwalzeQltUdGr7FsYnvWoaM5CgoZ8sBDZE+YmBgzWEe8trZe33bH9xeiu5Ixiq1MBQokSDyyqCrh7dtQnS5s28IKR1BdTlSni/D2bYlxdtSd6Zz+7zNdVSkIKXz4xAP0XrUNc/fu1Dk7EMR0u1Hd7kTGMBbDGDwQhZZnrfdEKnm85F1sQEVhWv4xXFw8kQJHVqpMMpuoNVJXn9ON7vbybuBLLhpwNpZtEV23DsVwYNs2diiE4najOJ3Et2xN3QMVBcPhpmprCYbbi6ooWMEgtseN5nIT3LQxVTZxU3Si+/aBqiaua5oomgaqmjiu68zfvqTeuMBDtcc4wUPHJnZEHToFVSW4aSOay534WQiGUBvr2+74/kJ0Q/JT08qyZQLLESe6cyexqkpQFMzaAEZeHmZtABSFWFUl0V07m8kmKgwos/jOW7v4wbNr6fH2xweDRF1Hyc5GyclGz83DDgRAUbGqqjH37M2ofpZtUx47mGHp48rn5NyRnJI7kp+6T+dHR51RL0gMxyNps4kKCl6nl9z8nsTzc9nhiPLi1nkEYyHMkp1Y5ZWgKtg1NWj5+dg1NaCqWBWV2Lv2JNY99BWRXVqLVVmJoqqY1TU4Cgsxq2sS96u8LBFcH1C9ZDFWJAKKgh2PJwKAeBwUBSsSoXzJwiYzeUltmdFrLpvYHnXoLMLbthErL0v8LDTTt93x/YXojiSiaUUOVSawHIlqPvsE68CYu17fv5pB9/0vvb5/FbZpYtUGqPn004ZjE20b3VbxG16K3LmoqkafkkoUIODSKDlxGK7zzgKXE8XjxnfFt8i++w683/omthnDCgSJfr6myXrZts2Kqo3cvv5pfrfpX1h1Zkbf0PcsftzvbPJUb4PXHTo2UVd1/J5ssot6Ecj1sVWpZVe0gqgVI35gXGVk+Qqs2hrseBz/9T8kb+Yf8V/3g8RYytoArlVfku30o6saVUsWYVZXY8fj9L3lNkY88RR9b7kVOx7HrK6hasniVF32vfrvxIxxy6bHt69k3IIl9Pj2FSiWDabJuuf/nnZc4KHacpxgY2MT27MOnUVL+rY7vr8Q3ZEEiq1EIREkygSWI0/1yhW4Bg5i4D2/JmfSFBQUciadzMB7fo1rwEAqVyxLZROzamKc/FkFN7y8lbE74pi2zb5QBV9lmywfmcvLM3rz8LcH8cwxCrFtJRj9+5H985/imjAeBQXXiRPI/vmtGP37Ev1sddr62LbNquot/OKr57l/y6tsC5dSEt7Pl4EdqTKNjZOsm0106g5ysvJxF/Vgv19ns1lBabSKqHUwI6ag8N7WxQSXfIwxZDB5D9yHZ+qpuHQXR519ISNnPY532AiqFi5MvaZy4QI8w0cw/JFHyZ9xBoqikD/jTIY/8iieYcOpXLjg4L1dsRwtK5vhjz5G/5/fgaqq9P/5nQx/9DE0v5/4Z583m8lLaouMXqbZxLasQ2fSkr7tju8vRHckYxRbiVdXyJJs4hGpx7evwNV/IKpRf0FlZ49eDLznN7z81mMcs2EVx35VzVE7a1Lnj1qzg0W9eqe+f+vEg4PsLSvO0vF9OXPyJShG/UyVXlxM9s9uIV5S0qAu62pLeHH3Qr6oExQe5x/AZT0nMdjTs9m2vL75A3TNwOPLIezUKLGDBMLVTb4masX44JRBfPOMH+D1ZuEzPLj0A/tF9+3H8EceJbhhfap8n+tvxDN0GOohs7NdR/VtULbvT28j77TpDRZHzh5/IhWP/Za5LzyCaVkErfpbIIatKMQa/h1cGixnfskyZvSf1Oy9yMT8kmWUhsrx6O4GdWhMa9ehM2lJ33bH9xeiO5JAsRVoQIFTbuWRyjNkWNrjwa82sP+tNxi64ANGRA9mkAJunfXD8vlieD65Lnej160tyG8QJCYphgOj7k4TwJ+2zmFJ5cFfhCN9R/GtHpMZ7stswW1V1fDmFJCt96XCChExo7hw4NIbf6SqouB1eHD2Hk6v3F5pdx9RHQ58o45JfV/36+bKFl1wYaNlbY8HxxmnMTLNubLycvLzWr4TTUvZwAnFo9r8fbqKlvRtd3x/IbojiW5aQZ5Tw6HJI2dxkIVFxeefUjHvPTQAXcc5bgzOkydTcMwo+msaZ7Tye/ZzFbKE9Qz19OJbPSdzjL9fRq9TdQ3N50fxerigzwWcn+H7aaqG3/DgMzwN9lxuD2f0n8QZjWTlVq5cybhx4zq0DkII0R1IoPg1uVSFHIcM9TySmcEgVYsXUj7/fXr95CeYOVkE4iHsCePQFy/CNfkknCeOR23FvWVLQvt5bd8yrupzGl4t8Zj37MJxDPQUc5x/QEb7i6uGgTu/EL24B5am1N1eukkOzcCne/A63KiKfPaFEKI7k0Dxa1CAfKeW0S9l0b3YlkXtmtVUzJtL5ZJF2JEIALvmvoXn/HMBULOzyP31r1r1fXdHKvjXnkUsrPgCGyhyZHNpz0RGy605GJM1sNlrqIaB7vdje9wEy8uwMsiGKyg4NAdZDi8ew/V1myGEEKKLkEDxa/DpCl5DMiptLW7F+O+Wjzh3wMnoasMxcO0psmsn5fPnUTF/HrHS0oMnDAPn8WNRhwxi7vYlnNrnBHS19X68tlXv4pn5T7CmnwfrQO6vpzOXfu7Md5lIBYheD5YCcTPOgorPGGYORW9k1q6Cgkt34jc8uNsgQLRNkz0vvUCPy76dWEi7lcoKIYRoHRIoHiZdgQKX3L72sHT3amZvfJ9Cdy6Teo3t0LrsfubJemux6UMG4zp5Ms4JJ6B6vazcu5a5G5aQ68xmXPHRX/v9yqI1/Gfvx8zd/xlWPzdgU+jI5pvFEzk5byRaBo9+VU1Dy/KD14tVZ/mmj/esZmHlKkbtGcHk3mPqvUZBwWt48Dncza4P+HUE1q1lz7NP4x99bLMTDVpSVgghROuQSOcwKEC+Q8OQNRPbXNyKMXvjfFyqg9kb32dCj2PaJatomya1q1dRvXI5va65FkVViZhRjCkTUTd8mRh3OGUyes8edeoaZ+72j3FoBnNLlnBs4dCvnVXcGNzNu2WfgQI5NTFOWFvJ5VffiK+RreLqUlQV3edF8fuxtPoBZdyMM3vj+zhUndmb5nFij2PQNR1NUfE5vHgNN0YrZkQbU7FwAfGaGioWftRs8NeSskIIIVqHBIqHwaMrZMt+zu1i6e7V1MZC+BweaqNBlu75vE2ziuEdJVS8P5eKD94nVlYGgGvCeAKaRXmoEo4ZSd6f/4iSZs/YVaXrCcTDeAw3gViIVaUbWpxVrImHiFpx8h1+AMZnD6Gn6mPCvK+Y8lkFmm3z1qkf8c3hZzZ+EUVBc7vRsrKwHUbqUXVdH+9J3Fe36iIUC7Nq/wZO73siXsPdbjOYbcui4oN5GPl5VMx/nz7XXp/2vra0rBBCiNYjgWILJdZMlCCxPSSzicaB8WiGqrdJVjFeW0Plgo+oeH9ugwV5jeFDqY0GCKiJWcGNBSfJbKKhHKgreouyigEzwpulK3h93wpGu3pzS/6pAETjMcYu3Mq0leVYKqgWBObPJ5h7LA79wD1QVPQDawZqTgdaVja223UgQGwYJCaziR7diUd34nN7eWfrIs4beEqbBonx2lqos41gaNNGrGAIzefDrK2l9vPVuA+sDRkPBFCw0by+Zssm7oHSYFFuIYQQX58Eii2U41RxapLJaA/JbKL3wCQKh2a0elbRtm2+uvUnRPfuSR1TCwtwTZ6Ea8oktOKixMGvvmryOqls4oEdSQxdzyirGDajvLX/U+bsW0atmdjZY3X5RkoeeBtfxMKyrQbrLZ6xaC81i+5KLE1j26Cq5NzxM7xTJqUmqqQLEJOW712DS3eR6/RTVl1OTSxIdTSxB/GMfic12c7DFdy0kQ23/gQrFEKps4ONUudnaeMv7gDAjsWI7k9MFDIKClM73qQrmyyvetwMfegveAYNbpP6CyHEkUoCxRZwqpAr2/S1i0OziUlfN6sY3r6N8PZt5Ew+OXFAAe+JJxJ7+y2c44/HefJkjOHDWvRY89BsYqquTWQVo1ac9/Z/xqv7llIVDwLgVA3OLhzH6Z9WosQ2Jq6tJOqYZB2olmWDA9CysvB/7zt4Z5ze7DI3CqArGot3rQIsysKVBONhPA5Pag/iqX1OSLu7ytflGTSYAb+4m60P/AErEkHz+eotK6UdyAbato1ZW4OzRw9sGxRNa7as5vfT//a7JEgUQog2IIFihhQSQaIqaya2i0OziUmHk1WMV1dTueBDyt+fS2jjV6guF/roUcSdOmEzinrW6eSffyaK6/CWfzk0m5jUWFYxZEb56Zf/oCyW2PfZUHTOKDiObxSNJ9vwQk+IjTqOPffdh1EbxlSpFyxig2E4sY/qRf6vfok+qD9WM3V0aAbZDj9Ldn3G1upd+A+ZDOPUHVRH2jarmD3hREY89gRb/3AfgS/XoXm9KHWW5bHNOGYggHf40fS/65cAGZd1FGS+TJAQQojMyTPUDHl0hSzJJraLxrKJScmsYtyKpT0PYMfjVC1bytb//R3rrrqSnY8/SmjjgcfHWX7Kd2whGAtjWRaq33fYQWJj2cRUXQ9kFeNWPHXMrTk42tcHTVE5o2AMjxz9Q77Xe2oiSDzA7FXEw9/sR1m2gVYnClR0HXd+ITWDenL3JUVE+/ZockcVQzXId+XQw1OAoWo8uXY2jkbWTExmFWNm4/f163IUFDLkgYfInjAxMWaxjnhtLdkTJjLkgYdwFBS2qKwQQoi2IRnFDCR3YBHto7FsYlJzWcV4bQ3rb7yOeGVF6pjicuE8cTyukyejDx3SarvpNJZNTNJ1jV1WDf+z4QV+O+zKVEb68p4n8+2eUyh0ZKd93eubPyCGSVYgnsgoouDIzkHx+YhVV2NsLKMy5uX59W/yg1EX1XttchcVv+HBY7hSbZ1fsozqaKBBNjGpPbKKAKgqwU0b0VxubNvCCoZQPW40l5vgpo1Q97F/S8oKIYRodfKvbAZ8hopLJrC0i+ayiUl1s4rxqirC27cBYGERdeqoRQWgKBijRuK/4Vry//YX/D+8GmPY0FYLEpvKJtrYVChR1unV7HLE2BDew6KKdanzBY6sRoPEcDzCol2fMnB3GN200Xx+vD37EHNoxHftIl5ThRG3GL49yHtbFxOKJSbBKCj4DA9Fnjx6ePPxOtyptsbMGM+se73RbGJSe2QVw9u2ESsvA0XBrK7BUViIWV0DikKsvCzVly0tK4QQovVJRjED2bJNX7tpLpuY5EIj/4sdrJp7J/qaDbiHDaP4N/9DKBbGsm0837sSn9+Hlp/fZnVNl020salW4uzSQgQVM3Xcb6qEQoGMrvv65g8wLYvjt4Rw9+iFaZnM7RPn1Sm9uOB9mPJpGaplM3F1OV8NyGb2pvlcf+yleJpYJLu5bGJSe2QVq5YswqyuRsnJpe8tt5E3fQbl771Dyay/YlbXULVkMe5+/VtcVgghROuTCCgDrZWBEk1rNpto2+TtreGE+Ru55PHFnPnmBvRVX4BpEt66lZryUqwD6/QZ/fu1aZCYLptYo8RYr9WwUa9NBYnZlsGImJ8BUS+f7v683ljFdMLxCB/vWU2OP59BUQ/V4WpmTvXx6inFoKq8dnof/t+lAwm5NIaVBOnpLeTDkuUYit5okJhpNjGprbOKlQsX4Bk+guGPPEr+jDNQFIX8GWcy/JFH8QwbTuXCBYdVVgghROuTjKLoNJbuXk15pAqX5iRkReqdKygPM/Xt9eTuP5iVsxTY1seP/9RTGD7tfBRH2+1JfKhVpeupjNTg0pxE4omAqlKPElATAaLX1CiOOfDYGmBjAZXhGlaVrmdc8chGr/vezuU48grYq4R5cZjFqiFHEXHpYCWuqykapUN68thPj6Lv5yXsCe4jZpnMWvUiPz/hqrTXnF+yjNJQOR7dTdAK1zsXtqIQa/j3YmmwnPkly5jRf9Jh3J2m9bn+RjxDh6Ee0l+uo/oy/JFH6y163pKyQgghWp8EiqLTsIFj8ocAoMRNHBbg8aArKmRFyapaBUBtvo+S0f3YOaoPEb+bYwqGtGuQmKxrcXYPvIqRyir2ti0+M/cwQM0l33BDCyZSq7qG5s8iVOunNmJj2Aabxg/AByT3G/E7vPgdXkKxMIFYiC+PP4qCejVqvK4nFI9Ke66svJz8A7u6tJem9mlWHY5651tSVgghROuTQFF0GpN6jWVswMf+ee9StWAB3umn4bn03NTj5PDVbrTevSgYOIABHTgcYGtoH/MCG1hhlvDN4pO4tOfhZ90UVUX3+VD8fixN4fKjz+Hyo8+pXwYFt+4ix+Vv9PFyU87oP4kzGskMrly5knHjxh1W3YUQQnR/EiiKDhcr28/++XOpeH8esZ07U8cDCxfivOQbqTGirpMnd1QVAdgZLuPlPYtZXPll6tia2u180z6pxeNYFUVB87hRs7KxDf3AvswNGapBjtOPp5nJPUIIIURbkEBRdJja9evY/c/nCK5aldiz+ACtTx9cJ0/CNWlip5hItDO0n8dq3qfkyxrsAwFdb2c+l/WcxITsli63o6A5HWjZWcQMndlbPuTcASejHzLRRFNUshw+/A4viqIQM2O8sP4tvj3srDbZYq85tmmy56UX6HHZt1GaWbpIiM5APrNCtA4JFEW7sW0bbJuoHScUD1NdXUbws88AUHw+XCediPPkyej9+3WKABFgS3Avd254FktNBIjFjhwu7XESk3JHoCktWzRAMwy0rCxsrxsLWLLzE2ZvnEeBO5fJvccAB9ZCdHjIcvjQ1YO/3OaXLOOZdXPo4S1o28WwGxFYt5Y9zz6Nf/SxMi5QdAnymRWidUigKNpctLSUsvnvUfH+PHzfvRJj9EhsQBs2BNfUU3AcOxrHmGNR9M7xcbRtOxWo9nHm4bJVorZJb9vL74Z9F5eWfheW9BQ0h4Hm92N73FgH4t+4GWf2xvdxag5mb5rHxB6jyXZlkeXwNMgYJpe3cWtOnlk3h6l9Tmj3rGLFwgXEa2qoWPiR/NIVXYJ8ZoVoHbKOomgTViRM2Qfz+OruO/nih99n3/PPEdu9m+AHH6ZG4ymqiv8HV+E8YVynCBKr40Ge3fUBs7a/lTq2ev8GekYMhgbceKIWa/dvyvh6qmHgyM9DLS7C8rqx6yRJP96TWFg815WFW3OxtWYX+e7stAFgcrHsLKcvtRh2e7Iti4oP5mHk51Ex/31sy2r+RUJ0IPnMCtF6Ov63s+hW7F072fr+u1QvWoQdCqWOK1l+XCdNxHXKlA6sXXqBeJjXS1fwRukKwlZiTcRzCsdxlCufuds/xouBhYmKxtySJRxbOBS9idnHqqqhZfnB58VSGz5Cj5tx3tj8ET28+fgNL5Xhav6x9lWm9B7baDYxuVh2cjHstswqxmtr640ZDW3aiBUMofl8mLW11H6+GvfAQQdfoCjoPl+aKwnRPuQzK0TbkUBRtArLNgnFIkTWr8GcOy9xUNNwjD0O18mTcYw+plNkDesKmVHeLF3JnH3LCR5Y4NurOTm/aDw9nLn1tuiLxEwMXScQC7GqdAPjio9ueEFFQfe4UbOzsfTGB8+v3r8Bt+5CURTKwpUA1EQCabfNO3TrvbbeYi+4aSMbbv0JViiEYhwMRJU6e51v/MUdqa/tWAzV42boQ3/BM2hwq9dHiObIZ1aIttW5fnOLLsMMhahasoiy+fPIu/lGYm4nFja1I0dQsGkzrimTcE48EdXfOf9qf33fcl7du5QaM5H1dKkG5xYez7mFx+PVXWm36AMw0NNmFVVdR8/JSYxDbGSpGxUVj+7kna2LqY7W4qiTEUyXKWxs6722zCp6Bg1mwC/uZusDf8CKRNB8vnoTi7QDWRjbtjFra9D8fvrffpf8whUdRj6zQrQtGaMoMmZbFrWfr2bbn//I2u9dTslf/kRw9SoqP/owFRzZOdnk/vZ/cM84vdMGiQBbQnupMUM4FJ3zi05g1tHXclnPyXj1xHqFyWyicUiQVjerCInHzEZWFnpxMZbHlVo+py4FBa/hpoc3n0/2fcGuQGm9IBHqZwqTktlEp+Zotmxryp5wIiMeewLvsOGYNdXYZv39qW0zjllTjXfYCEY89gTZE05sk3oIkSn5zArRdiRQFM0Kl2xn9/PPsO5HV7PpV3dSOf997EgEDB3nhPHo/ft3dBWbFLdNFlV8kdrhBeCbPSZxdsE4Hjn6h3yn16lk6Z6D5RvJJiY5MFi8dxWqz4fesxg7JwtLS7+cj6EaFLpzKXDnAvD0ujkNMoSp6x7IFMbMWKPZxHRl24KjoJAhDzxE9oSJifFfdcRra8meMJEhDzyEo6CwTd5fiJaSz6wQbUMePYtmbfnD76hatDD1vT5oIK6TJ+OcOAHV6+3AmjXNtC0WVqzjX3sWszdaBShMyh0OQE9nLlf1mZb2dXXHJtalKApuhwejwM9eQnwc3sZJecemvYaKSpYzsTezemC9xUPHGx6qXqbQtjMu22brKqoqwU0b0VxubNvCCoZQPW40l5vgpo2gyt+ZopORz6wQrU4CRdGswvMvpOaLtTgnT8I1ZRJ6r54dXaUmWbbNksr1/GvPInZGyoHE498d4f3NvjZdNlFRFLxuP56CfKo0k1ozSDAW5j8b32N88ch6u6qk9mV2+uqNH2wuQ5jkUA2eXvta4usMyrblDOjwtm3EystQHU7M6hqcPXsS2b0b1e0mVl5GePs23P36t/r7CnG45DMrROuTQFE0K//06dT0LcTq5GuR2bbNiuqNvLR7EdvCpQAowMSc4VzaYxK9XXnNXqNuNlFRFDxOL5rfz95YkDJqseKJe+DQDWqjQT7e83lqVxWHZpDj8ONOsy9zc9nEJKfuYG9gPygKxZ78Zsu2ZVaxaskizOpqlJxc+t5yG3nTZ1D+3juUzPorZnUNVUsWyy9d0anIZ1aI1id5eNEsRddRusAjm7llq3lgy+xUkDg+ewgPDvs+P+1/XkZBYt1sotvhJiu/mJocDyXUUhmrxbLrB8qGojNn0/tgQ54zmx6egrRBYqbZREgEu7WxELXRYNqJMYdqy7GKlQsX4Bk+guGPPEr+jDNQFIX8GWcy/JFH8QwbTuXCBa3+nkJ8HfKZFaL1SUZRdGmmbaX2XJ6cO4IXdi9gsKcHl/WczCBPjxZda1XpeoJmhNzsImrdGuVmFfFwYvZkxI5BvH6w7DXcODWDTZXb6dev8VmU80uWURoqx6O7CVrhJusQiAUxbRNs2B+qwKs3nYEEKA2WM79kGTP6T8qglZnrc/2NeIYOQ3XUn3XtOqovwx95lOCG9a36fkJ8XfKZFaL1SaAouqT1gZ28tHshw719uLRnIkByaw4eHn4V2cZhTLBRFJweH0cPGUelEkUzY2SRnTpdWVlFTk7ie4dqkOP0oyoKoXiEuG02eWkbOKF4VEbV2FW7L7V0TpEnn17ejpuh2dT+uKrDIfvnik5HPrNCtD4JFEWXsjm4lxf3LOTT6s0AbAzu4ZzCcan1Dw8nSNQcDrSsLMb06c1x6Ve5Yc2atYwaNRKn5iDH6cd1yIzoppzRfxJntHK2TwghhGgPEiiKLmF7qJSX9yxiadVXqWMD3cV8q+dkPFrmQVtdmsOB5vNhez1YjQSISU7DQZ4zC5/DW2/XByGEEKI76/wzFESHs02T0LwPsK2mH7G2RGLiyBLiVrzJciEzyp+3/pefrX8qFST2dRVw+4Bv8L9Dv8OYrIEtDtxUw8CRn49aXITl82A38XIFBbfm4PPaTbgOzIRuSmLiSmaTS2zTZPc/n8M2W+++djXRaJg5f7qDaLTpsZudgfSXEOJIJIGiaFZg/ZeE5r5PfOvWVrvmqtL1zN22JLUV3qHsA7uouFSDXZEybKCXM49b+p3Lg8O+zwnZQ1ocICqKipHlRy8qwvK6mwwQAZyakyJPHqv3f8Vrez7MaMu8+SXLeGbdnIzKBtatZc+zTxP4Yl2mTeh2PvrgFfTZ7/LRR//u6Ko0S/pLCHEkkkBRNKvq4yVYwRDRzz5vlesll6FxaAZzS+pnFcuiNcwtW5X6XlEUvttrKjf2PYs/Db+KSbkjUA/j0a/mcmEUFUJOTqPb7SXpqk6+K4ce3nw0ReWpta9ltAxNchkct+bMKKtYsXAB8ZoaKhZ+1OL2dAcxM8bat1/BHTFZ89a/2mw7wtZypPeXEOLI1K6B4qJFi7jooosYO3Ys06dP58UXX0xbbsmSJYwYMYIxY8ak/ps1a1Z7VlUcYFsWlYs+QvX7iaz4BNv++otupxa1NtwEYiFWlW6gMhbgqZ3vc9MXf+exkndTayECjPL35dS8UallcFpC1TUceXmoRYVYTqPJtQkVFLIcPnp48vEdWBg7uVC2V3Mf3F6vEcmyWU5fs2Vty6Lig3kY+XlUzH8fu5MvZt4W5m/7mH5rdxHyOem/Zhfzty/t6Co1SvpLCHGkarfJLLt37+amm27i/vvv57TTTmPNmjX84Ac/oHfv3kyZMqVe2XXr1nHmmWfy8MMPt1f1xAHx2lqwDwZToU0bsUJhFLcTu7qS+MbNaL3rbOGnKKju5tf6S13/kC3yFDSe2jmPij1xInYis5iteyiL1tDfXXTY7VAUBd3rRcnOwtJUaCZAdOsusp2+1NI0UH+hbDMeb3LLvEMX1T60bNr7Ggyh+XyYtbXUfr4a98BBdRuA7vMddvs7o7r3IG7GePedZ5kWs4i5DBzhGO++8wwnf+to9OS97cB7IP0lhBAJ7RYo7ty5k3PPPZfp06cDMHr0aMaPH88nn3zSIFBcu3YtI0aMaK+qiQOCmzay4dafYIVCKMbBQEjPObieYPXfHkt9bcfjKE4n2bfchN6nd0bvkcwmOnUHu9QQe13hxIxjG/yamwuKx3NmwRic6uHvXaw5HWg5OdhOJ1Yzu5s0tdxN3W33gsSb3DLv0C366padHC9Ke18V7WCGdOMv7kh9bcdiqB43Qx/6C55Bgw/rHnQ2h362gvEwp0Vq4cCOPwoKp724gpWvXohHd3XoPWjs5+BI6i8hhEhqt0fPxx9/PPfee2/q+8rKSlasWMHRRx/doOzatWtZvHgxU6dO5dRTT+X+++8nGo22V1WPWJ5Bgxnwi7vR/H5QFDS/Hz0rC82TWJtQ9XhQvV4UjwdQUD1e/Fd9N+MgsW42cYcWZLeWCBJVG3qZbv48/CouKBp/2EGiqmoYuTmoRUVYTkeTj5k1RSXPmUWxJz9tkNjYtnvpxio2V9bo3y/9ffUmMlCaz5f43u8HBTS/nwF33d2tgo66ny0bKFMjRNwGUVfinkVdOhG3gzI1gk3H3oNGfw6OoP4SQogkxbbt5jeUbWU1NTVce+21ZGVl8eijj6LW2Uc4Ho9zzTXXMGPGDC666CL27dvHT37yE0466SRuv/32Zq8diURYs2ZNW1a/27OrKjGffwZ721ZwujFyc4hHI8Sqq8C0UGJRzB49CJ59BrY/s8dtMdtkc3AHi6s+x6U6iCgWm7xh8qM6BVGDmBVjUs5ohnr6tri+qqri8Hix/D6itoXVxEdaU1X8Ti9u1Ykdb3yc2fKqL3i19EM8WsO9m4NmmAsLT+GE7BEtKnvofVU0LVXONk2IhFD69Ue74rso2TmZ34AuxK6qZP9Ts7C2bSHqNLDVgxOLFMvGEYmh9htAwfdv7PB7IP0l2sO4ceM6ugpCNKndA8UtW7Zwww03MHjwYP74xz/idDa/WPLbb7/NH//4R+bOndts2WSgOGrUqIyu3VFWrlzZqf+BsE2TLffdS+XHi3H17kMkHMSsqcGqrcU4ZiT+q76LomoNXrfhq68YOmRI6vuYFef98s/5954l5IbBF1cxDmTeLGxUEoFCLB7HYRjcNvZ76GrmIyJUw0DPzsb2uJvMIELTj5nripkxrnrnbsJmBKeW2DM2GAzi8SQeK0fiUVyGkydn/BagQdm66pY1NKPefTXqBBexqkpyTjyJAb+8p15A0tba+3MYM2Nc/davmPzqp/TfVEbYc/CeuYJRtg7KZ+FFY/jHmb9rMA60JVqrXUd6f7Wn7tq27touceRo11nPy5cv59JLL+X0009n5syZaQO5vXv3NnjUHIvFOnXQ1y2pKsFNG9Fcbmzbwg6FsW0bxeHA3LEzNbasMaZt8X7Z5/zki//jiR1zqYgH2KkG0ev8Uk0GiQCGrqdmQGdCURQMny+xJqLH1WSQeHC5m4KMtt5LjjdMF/hB/fGHLSkLNLivZiCAbVtoLjfBTRubva9d3fySZVTFAhSWBogZGtg2RiQOtk3M0CgsDVAVbXrGeLs6wvtLCCHa7V+57du386Mf/Yibb76Z2267rdHFknNycnj99dd59NFHicfjbN26lUcffZSLLrqovaoqgPC2bcTKy0BRMGtqUbOzsQMBUFSsqmrMPXvTvs6ybRZUrOOWL/6PR0vepjRWjYpCgeVkQNSDQuNrGBroDdZVTEdzODAKCiAvt8k1ERUU/A5vveVumtPYeMNDOVSDZ9a+xtNr52RW9sC4xnr3tboGR2EhZnUNKAqx8jLC27dlVM+uKHlviyujeGoj2IqCKxQn6HfhCsWxFQV3bYSiysx3t2lrR3J/CSEEtGOg+PzzzxMIBPjTn/5Ub33EBx98kDlz5jBmzBgAnE4nf//731mxYgUTJkzgyiuv5Mwzz+Sqq65qr6oKoGrJIszqaux4nD7X3UjOz27B+61vYpsxrECQ6OcNx4HuCJfx19D7zNz2BnuilSjAyblH88PCkymMaHgbybolNZdVVLXkZJVCLLezySyioRoUefLIc2WjpXlE3pjmMoRJTt3B3mAZe4NlGZVNZhXr3te+t9zGiCeeou8tt2LH45jVNVQtWZxxXbua5L0dtKkSZyiOZlosOnMEr/5wIovPHIFuWrhCcQZvrmx2Hcr2ciT3lxBCQDsuj3PXXXdx1113NXr+/PPPT309YsQInn322faolmhE5cIFeIaPYOCv/gfXUX2p/vITXCdOQB/Qn9p/PE30s9V4pp9e7zX5hp9aOwLAidlDubTnJHo6cnho5dOpdRObk8wqHls4NDVWUVHVxJqIWf4DayI2TkHB5/CQ7fC1KECEzLOJADY2NdEgCmDbec1uJ5jMKv5iQXm9+wqQP+NMvCOOZvNvf0PlwgX0+NblLap3V1D33vbfsI/SXlnM/8ZoqvMTM+o3ju7Fvt7ZTJ29mn7r97HihN6NrlnZng79OYAjo7+EECKp3QJF0bX0uf5GPEOHoTrqZ8v04mKyf3YLse3bWV2zlbJoLVPzRwHg1hxc6BzDsf2GMcBTDMDKvWupjNTg0pxE4pk9SqwM17CqdD3jeoxCc7vRs7KwHEazayIaqkGeKyujcYjpzC9ZRmmoHI/uJmiF650LW1GIHQxSA/EgpmWCAvtDFXiN5h9tlwbL2XXhyUw75dIG99V1VF+GP/IowQ3rD6vunV3de/vhqf0pLfZj6irEDt7nYJbGy5cfS+HeGkzbojRYzvySZczoP6nD6t3Yz0F37y8hhEiSQFGk5Rt1TKPnvozs40VrBes2leBWHRyfPQi/7gbgaL1nKkiExH4ow3L7t+i9VUXF6fbgKCjAdrswsWluZ5XDzSLWZQMnFI9Ke66svJz8vLzU97sCpTgOrPdY5Mmnl7cwo/ew+gxoEHQkqQ5Hk/e9K6t3b/Mhv6nCxc2cb0dN9Ud37i8hhEiSQFFk7KvAbl7as5BVNVtTx/q7i6g1w6lA8VDHF4/k+OKRGb+HquvoWVnYXk9ix5ZmsogOzSDXefhZxLrO6D+JMxrJXskSF19PU/dWCCFE5yWBomjWhoqtPLTxFZZXfpU6NsTTk2/1nMwxvn7Njs/LhKKq6D4fit/f5EzmJBWVLKeXLIevVd5fCCGEEA1JoCiaZNs29y75f6yr3AQkMojf6jGZsVkDWydAVBQ0jwc1Kwvb0Gh8r5QD5QG37ibb6cPRgZMchBBCiCOBrBYrmqQoCj845iLydR+39D2H+4d+l3HZg1ohSFTQXC6MokKU/DwsQ2vmIXNiskqBO49CT267BonBaIiZ2/9FMBpqt/cUQgghOgMJFEWzVFSGxry4YqC2QhZRNQwc+XmoRQVYTkezW+9pikquM4ue3gI8RsP9lNvarFUvsiawiVmrX2r39xZCCCE6kgSKokkxM8Zrm+bj0BwZ7ZrSFFXVMHJy0IqLsLzuZjOICgo+w0Oxt4AsZ8eMRQxGQ7y6cS4KCq9+NVeyikIIIY4oEiiKJs0vWUZtNIhLc7RoL+a6FEXF8HrRexRhZ/mw1eYDvuTOKvnuHAy144bSzlr1IjHLRFc0YlZcsopCCCGOKBIoikYld9PQtcTahJnuxVyX5nRiFBVAfh6W3vwahwoKWQ4fPbz5rbLkzdeRzCYmH7dLVlEIIcSRRgJF0ahD9z1ubi/mulRdw5GXh1pclNE4RDiYRcx1ZaEqHf/RTGYTtQN10VVVsopCCCGOKB3/21h0So3te9xcVlHTNIwsP3pxDyyfJ6MAMTEW0UuxJ6/Ds4hJh2YTkySrKIQQ4kgigaJI69BsYlKjWUVFSezLXFgIOTkZLZoNoKs6Be5c8t3ZX2v7vdZ2aDYxSbKKQgghjiQSKIoGGssmJh2aVUwsd5OPWpBPyLYyyiICeHQ3xZ78DlnypimNZROTJKsohBDiSCGBomigsWxiUjKruLZ8M0Z2NnpREZbHhZ3h6jWaqpLvyqHQk4veibKISY1lE5MkqyiEEOJIIYGiqKe5bCKApmrkZxUxP7yRuM+T8WNmBfAaboo9BfgcnlaqcetqLpuYJFlFIYQQRwIJFEU9TWUTFRS8Lh/ugmIq/QYbg3tYsmd1RtfVVZ18Vy4F7twOXRexOc1lE5MkqyiEEOJIIIGiSGkqm+jQHfjziqjN9bDTqiZohjEUndmb5hE3m15X0Wu46eHJx+twt1XVW0Wm2cQkySoKIYTo7iRQFCnzS5ZRGirHtCyCsfDB/6IhKn0Gm6lmT6iCYDxCOB7FwqY8VMXHjWQVVVTynNkUuHM71Yzmxsxa9SIRM4Zt28Qts95/pm01OAY2ETPKrFUvdnTVhRBCiDbReZ8BinZnAycUj2pw3K27CMSC9HMYGV/LqTnJc2Xh0DJ/TUezsenpLUh7LhKJ4nSmn9xDhrO8hRBCiK5GAkWRckb/SZzRf1LacyU1u7Hs5gMih2GQ58zC5/CiZPgIt7O4/YSruf2Eq9OeW7lyJePGjWvnGgkhhBAdSwJF0SoUFDyGi3xHNn6nr6OrI4QQQohWIGMUO8C1S/Zy367OsVVdazBUg0J3LtkOH2/vXULMjHV0lVpVzIzxTtnSbteuziAxgWqO3FshhOikJFAUh01BIdvpp4c3H7fhYn7JMt4tW8r8Hcs7umqtqru2qzOYX7KMZ9bNkXsrhBCdlASK4rDoqk6RJ48cpx9VUQ8uraMa3SpD1F3b1Rkk761bc8q9FUKITkoCRdEiCuAzPPTw5OPSDz4+Ty7U7dXcVEdqu02GqLu2qzNI3tssp0/urRBCdFISKIoMKWiKSr4rl3x3Tr11EQ9dqLu7ZN+6a7s6A7m3QgjRNUigKDLiUA2KG9ld5dBt/5y6o1tkiLpruzoDubdCCNE1yPI4bejaJXvTHv+0PEwwrDV6/vGJxW1ZrcNS6MlFTbP/cWPb/iUzRFP7nIDRhRbdTuqu7eoM5N4KIUTXIRlFkZF0QSI0zAwldfUMUXdtV2cg91YIIboOySi2ocYyg9cu2ct+q6ZTZg5borHMUFJXzRB113Z1BnJvhRCia5GMojhsjWWGkrpqhqi7tqszkHsrhBBdiwSK4rA0lxlK6mqzWbtruzoDubdCCNH1SKAoDktzmaGkrpYh6q7t6gzk3gohRNcjgaJosUwzQ0ldJUPUXdvVGci9FUKIrkkCRdFi80uWURoqx7QsgrFwvf/CVrTBMdO2KA2WM79kWUdXvUndtV2dQVP3Nt1/cm+FEKJzkFnPHeDxicWsXLmjo6tx2GzghOJRac+VlZeTn5fXvhVqJd21XZ1BU/dWCCFE5yWBomixM/pP4oz+k9KeW7lyJePGjWvnGrWO7tquzqCpeyuEEKLzkkfPQgghhBAiLQkUhRBCCCFEWhIoCnGEikbDrHntcaLRcKteNzHDWWYsCyFEdyCBohBHqI8+eIXCD5by0Uf/btXrzi9ZxjPr5sg6iEII0Q1IoCjEEShmxlj79iu4IyZr3vpXq2X/kuslujWnZBWFEKIbkEBRiCPQ/G0f02/tLgJeB/3X7GL+9qWtc90Du69kOX2yu4oQQnQDEigKcQSI19YSr6khXlNDuLKcd995FkfMIubQccQs3n3nGcKV5aky8draFr/HobuvyO4qQgjR9ck6ikJ0c8FNG9lw60+wQiEUwyAYD3NapBbUxN+JCgqnvbiCla9eiEd3YcdiqB43Qx/6C55BgzN+n2Q20e/wAPX3bJ7R76Q2aZsQQoi2JRlFIbo5z6DBDPjF3Wh+PzZQpkaIuA2irsTfiVGXTsTtoEyNYAOa38+Au+5uUZDY2F7OklUUQoiuTQJFIY4A2RNOZMRjTxDoW4QRiqLadr3zqm1jhKIE+hYx4rEnyJ5wYouun8wmOjVHveN1s4pCCCG6HgkUhThCKLk5PH5OL7YPKsAZjtc75wzH2T6ogMfP7YWSm9Oi6zaWTUySrKIQQnRdEigKcYSYX7KMqliAwtIAMUMD28YRiYNtEzM0CksDVEVbnv1rLJuYJFlFIYTouiRQFOIIkMz6FVdG8dRGsBUFVyhOwO/EFYpjKwru2ghFlS3bVaW5bGKSZBWFEKJrkkBRiCNAMus3aFMlzlAczbRYdOYIXvjOWBafOQLdtHCF4gzeXNmi7F9z2cQkySoKIUTXJIGiEN1c3axf/w37KO2Vxevfn8Cm0b1AUdg4uhdzvj+B0l5Z9Fu/L+PsX6bZxCTJKgohRNcj6ygK0c3NL1lGaagcj+7mw1P7U1rsx9RViIUJW1GIqQSzNF6+/FgK99Zg2halwXLmlyxjRv9JGV03aIUzqksm1xVCCNF5SKAoRDdnAycUj0p8kw/5dc6VlZeTn5d38EBx/fMZX1cIIUS3JIGiEN3cGf0ncUYjGbyVK1cybty4Vr+uEEKI7kHGKAohhBBCiLQkUBRCCCGEEGlJoCiEEEIIIdKSQFEIIYQQQqQlgaIQQgghhEhLAkUhhBBCCJGWBIpCCCGEECItCRSFEEIIIURaEigKIYQQQoi0JFAUQgghhBBpSaAohBBCCCHSkkBRCCGEEEKkJYGiEEIIIYRISwJFIYQQQgiRlgSKQgghhBAiLQkUhRBCCCFEWhIoCiGEEEKItCRQFEIIIYQQaUmgKFpNzIzxTtlSYmaso6sihBBCiFYggaJoNfNLlvFu2VLm71je0VURQgghRCuQQFG0ipgZ45l1r+NQDZ5ZN0eyikIIIUQ30K6B4qJFi7jooosYO3Ys06dP58UXX0xbbteuXVx11VWMGTOG008/nQ8//LA9qykOw/ySZVRHA3g1N9WRWskqCiGEEN1AuwWKu3fv5qabbuL6669nxYoVPPTQQ/zpT39iwYIFDcreeuutDBs2jKVLl/Lb3/6Wn/70p5SUlLRXVUULpbKJmg4gWUUhhBCim2i3QHHnzp2ce+65TJ8+HVVVGT16NOPHj+eTTz6pV27Lli2sWbOGm2++GYfDwcSJE5k2bRqvvPJKe1VVtFAym+jUHAA4dYdkFYUQQohuoN0CxeOPP55777039X1lZSUrVqzg6KOPrldu06ZN9OzZE4/Hkzo2cOBA1q9f315VFS1waDYxSbKKQgghRNenN1+k9dXU1HD99ddz7LHHctppp9U7FwgEcLlc9Y653W7C4XCL3mPNmjVfu55tbeXKlR1dha9tedUXlNaU4dFcBIkDEAwGASgN1fJ/H77ECdkjOrKKraY79Fc60q6upbu2C7pv25pq17hx49qxJkK0XLsHilu2bOGGG25g8ODB/PGPf0RV6yc1PR4PkUik3rFQKFQvw5iJUaNG4XQ6v3Z928rKlSu7/D8QMTPGw+/8C7/Hl3rsHAwGU32lxXUWRtZwzXGXYWhGR1b1a+sO/ZWOtKtr6a7tgu7btu7aLnHkaNdZz8uXL+fSSy/l9NNPZ+bMmWkDuUGDBrFr1656GcTNmzczePDg9qyqyMChYxMPJWMVhRBCiK6t3QLF7du386Mf/Yibb76Z2267DUVR0pYbOHAgw4cP5+GHHyYajfLxxx8zb948zj333PaqqshAY2MTDyVjFYUQQoiuq90Cxeeff55AIMCf/vQnxowZk/rvwQcfZM6cOYwZMyZV9q9//SubNm1i4sSJ/OpXv+K+++5j6NCh7VVVkYHmsolJklUUQgghuq52G6N41113cddddzV6/vzzz0993bNnT5544on2qJY4DJlmE5OSWcWpfU7o8mMVhRBCiCOJbOEnWmx+yTJKQ+WYlkUwFq73X9iKNjhm2halwXLmlyzr6KoLIYQQogU6ZHkc0bXZwAnFo9KeKysvJz8vr30rJIQQQog2IYGiaLEz+k/ijP6T0p6TpSCEEEKI7kMePQshhBBCiLQkUBRCCCGEEGlJoCiEEEIIIdKSQFEIIYQQQqQlgaIQQgghhEhLAkUhhBBCCJGWBIpCCCGEECItCRSFEEIIIURaEigKIYQQQoi0JFAUQgghhBBpSaAohBBCCCHS6nZ7Pdu2DUA0Gu3gmjQvEol0dBXahLSra5F2dS3dtV3QfdvWXLscDgeKorRTbYRoGcVORlbdRE1NDRs2bOjoagghhBAZGTVqFE6ns6OrIURa3S5QtCyLQCCAYRjyF5oQQohOTzKKojPrdoGiEEIIIYRoHTKZRQghhBBCpCWBohBCCCGESEsCRSGEEEIIkZYEikIIIYQQIi0JFIUQQgghRFoSKAohhBBCiLQkUBRCCCGEEGlJoNjGqqurOfXUU/nPf/6T9vySJUsYMWIEY8aMSf03a9asdq5ly7zyyiuMHDmyXp1fffXVBuV27drFVVddxZgxYzj99NP58MMPO6C2mcu0XV2tz/bt28cNN9zAuHHjOOmkk/jzn/+ctlxX669M29WV+mvOnDn16jlmzBhGjBjB1Vdf3aBsV+qvlrSrK/UXwGeffcYll1zCuHHjmD59Ov/617/SlutK/SVEPbZoU7fccos9fPhw+9///nfa80888YR9yy23tHOtvp7f/OY39oMPPthsucsuu8z+wx/+YEciEXvx4sX2mDFj7O3bt7dDDQ9Ppu3qan128cUX2/fcc48dDoft7du326eccoo9Z86cBuW6Wn9l2q6u1l91rV271p4wYYL9xRdfNDjX1fqrrqba1ZX6yzRNe+LEifbs2bNt27btVatW2aNGjep2/SWObJJRbEOvvvoqtbW1DB06tNEya9euZcSIEe1Yq68vkzpv2bKFNWvWcPPNN+NwOJg4cSLTpk3jlVdeaadatlymfdGV+mzVqlWUlJTwq1/9CqfTyVFHHcWzzz7LhAkT6pXrav2Vabuga/VXXbFYjJ/97GfcdNNNDB8+vN65rtZfdTXVLuha/VVVVUVZWRm2bWPbNoqioOs6hmHUK9eV+0sICRTbSElJCY888gi///3vmyy3du1aFi9ezNSpUzn11FO5//77iUaj7VTLljNNk/Xr1/Paa68xefJkpk+fzuOPP459yE6QmzZtomfPnng8ntSxgQMHsn79+vauckYybRd0rT5bs2YNQ4cO5ZFHHmHKlCmcfvrpvPfeexQVFdUr19X6K9N2Qdfqr7qef/55XC4Xl19+eYNzXa2/6mqqXdC1+is3N5crr7ySO++8k5EjR3LJJZfw05/+lEGDBtUr15X7SwgJFNuAaZr8/Oc/54477qCwsLDRcvF4nB49ejB9+nTefPNNnn76aZYsWdLoWKvOoLy8nFGjRvGNb3yD999/n5kzZ/LCCy/wz3/+s165QCCAy+Wqd8ztdhMOh9uzuhnLtF1drc+qqqpYuXIluq4zb948HnnkEf7xj3/w+uuv1yvX1for03Z1tf5Kikaj/N///R8//vGPURSlwfmu1l9JzbWrq/WXZVk4HA4eeughVq1axbPPPsusWbNYuHBhvXJdtb+EAAkU28Tf/vY3BgwYwIwZM5osp+s6Tz/9NFdccQVut5t+/fpx3XXX8e6777ZTTVuusLCQ5557jrPPPhuHw8GIESO48sorG9TZ4/EQiUTqHQuFQvX+ou5MMm1XV+szh8OBz+fjpptuwuFwMHz4cC655BLee++9euW6Wn9l2q6u1l9JCxYsQFVVTj311LTnu1p/JTXXrq7WX++++y6ffvop55xzDoZhMH78eC6++GJeeumleuW6an8JARIotok33niDd955h+OPP57jjz+eDRs28Jvf/IZf//rX9crt3bu3wWOVWCyG0+ls5xpn7quvvmLmzJn1jqWr86BBg9i1a1e9v5g3b97M4MGD26WeLZVpu7panw0cOJBQKFSvvqZpNijX1for03Z1tf5KmjdvHmeddRaqmv6f6K7WX0nNtaur9deePXsaPBbXdR1d1+sd66r9JQQgs57bw/nnn5921nM4HLYnTZpk//nPf7ZjsZi9ZcsW+6yzzrKfeOKJDqhlZvbs2WMfd9xx9ksvvWSbpml//vnn9kknnWS/9dZbDcpefPHF9u9//3s7EonYS5YssY877jh7/fr1HVDr5mXarq7WZ+Fw2D755JPte++9145EIvaXX35pn3jiifbbb7/doGxX6q9M29XV+ivp7LPPtt95550my3Sl/kpqrl1drb82bNhgjxo1yn7xxRdty7Lszz//3J4wYYL93nvvNSjbFftLCNtOzNQSbaxuoPjaa6/Zxx13XOrcunXr7CuvvNIeO3asPWnSJPsvf/mLbZpmR1U1I4sXL7YvvPBC+7jjjrOnTp1qP/fcc7ZtN2zbrl277GuuucYeO3asfdppp9lvvPFGR1U5I5m2q6v12fbt2+0f/vCH9vjx4+3Jkyenful29f7KtF1drb9s27aPPfZY+9NPP613rKv3l21n1q6u1l8ffPCBfeGFF9pjx461Z8yYYb/88su2bXeP/hLCtm1bse000zqFEEIIIcQRT8YoCiGEEEKItCRQFEIIIYQQaUmgKIQQQggh0pJAUQghhBBCpCWBohBCCCGESEsCRSGEEEIIkZYEikJ0Q9OmTeO5555Le+7OO+/k5ptvbre6vPfee+zevRuApUuXMmzYMAKBQJOv2b17N9/4xjeIxWKtWpdgMMh5551HeXl5q15XCCG6KwkUhRBtZufOnfz4xz+mpqamRa+79957+cEPfoBhGK1aH4/Hw2WXXcaDDz7YqtcVQojuSgJFIUSbOZz1/NeuXcuqVas466yz2qBGcMkll/DOO++wffv2Nrm+EEJ0JxIoCtFGXnrpJaZPn86oUaM488wzmT17dupcbW0td999N+PHj2fChAncfPPN7N27N3V+2rRpPPnkk1x22WWMHj2ayy67jLVr16bO79+/n9tuu40TTzyRUaNGcfrpp/Ovf/3rsOq5atUqvvWtb3HMMccwY8YM/v73v2NZFpB4VDxhwgRmz57NtGnTGDduHNdddx379+9PvX7JkiVccMEFjB49mssvv5yZM2fyne98B4DTTjsNgPPOO4+//vWvqdfMmTOHadOmMXr0aK666qrUo2mAZ599ltNOOw1N01LH3n77bc4//3xGjx7NOeecw9y5c+vV74033uCUU07huOOO46677mLnzp1cc801HHvssZx33nn17p3L5WLy5MmNPpoXQghxkASKQrSBtWvX8tvf/pY777yTd955h+985zvceeedbN26FYB77rmHLVu28MQTT/Dss8+iKAo/+MEPiMfjqWv85S9/4fzzz+fVV19lwIABXH311VRWVgJwxx13UF5ezlNPPcUbb7zBtGnT+PWvf01paWmL6llWVsY111zDlClTeP311/nlL3/JP//5T5544olUmZqaGl588UVmzpzJrFmzWLVqFY8++igAJSUl/OhHP+KUU05h9uzZnHHGGTz22GOp1yaD12effZarr746dXz27NnMnDmT559/nh07dtR7FPzRRx8xZcqU1PdLlizhpz/9KRdccAGvv/46l156KbfccgsbN26sV7/HH3+chx56iNmzZ3PppZfyjW98g1deeYWsrCx+//vf12v3lClT+Oijj1p0r4QQ4kikd3QFhOiOdu3ahaqq9O7dm969e3PFFVfQv39/8vLyKCkp4Y033uCjjz6iuLgYgAcffJAJEyawYMECpk6dCsDZZ5/NFVdcASTG7E2dOpU333yTyy+/nFNOOYWpU6dy1FFHAXD99dfz9NNPs23bNgoLCzOu5/PPP88xxxzDjTfeCED//v259dZb+d3vfse1114LgGma3HnnnYwaNQqA888/n1WrVgGJQHDQoEHceuutAAwcOJDPPvsslXHMy8sDICcnB6/Xm3rfe+65h5EjRwJw4YUX8t///hdIjGksKytj8ODBqbIvvPAC06ZN45prrgHge9/7HsFgkFAolKrfz3/+c4YNG8awYcMYMGAARx99NOeddx4AF198Mffff3+9dg8aNIgtW7YQCATq1UsIIUR9EigK0QamTJnC2LFjueCCCxgyZAinnnoqF110EVlZWaxcuRKAM888s95rQqEQW7ZsSQWKxx9/fOqcw+Fg2LBhfPXVVwB8+9vf5u233+bJJ59k69atrFu3DkgETS2xceNGli1bxpgxY1LHLMsiHA5TUVGROta/f//U1z6fLzUbef369RxzzDH1rnncccelHg03pm/fvqmvs7KyCIfDQCLDCZCbm5s6v2nTplTQl3T99dcDiUfPAP369Uudc7lcqQAawOl0Eo1G670+JycHgPLycgkUhRCiCRIoCtEGXC4XTz75JJ988gnz58/ngw8+4JlnnuGxxx7DNE0Mw+DVV19FUZR6r8vOzk59XXeMHiQCOE3TsG2ba665hn379nHOOecwceJEBg8e3CDwzEQ8HmfGjBnccsstDc75/f7U14fOPk5OUtF1PTWesSVUNf2ol+T9qDsJxjCMBvfpULpe/5+yxq6flKxzc+WEEOJIJ/9KCtEGli5dyqOPPsq4ceP42c9+xn//+1+OPvpo3nnnHQYOHEgsFiMUCtGvXz/69etHYWEhDzzwQGoMI5DKEgJEIhHWr1/PsGHD2LhxI0uXLuXvf/87N910E9OnT08tP9PSWcaDBg1i8+bNqXr069ePTZs2MWvWrIyCqCFDhtSbKALw+eefp75uLsA7VPKx+aHZzEPf45prruGpp55q0bXrSl6/JY/phRDiSCSBohBtwO12M2vWLF5++WV27tzJggUL2Lx5M8cccwwDBw5k2rRp3H777axYsYJNmzZxxx13sGrVKgYOHJi6xksvvcTrr7/Opk2buPvuu9F1nbPOOousrCw0TeONN95g586dLFq0iDvuuAOgwSPW5lxxxRVs27aN3/3ud2zevJnFixdzzz334Ha7MwoUv/3tb7Np0yYefvhhtmzZwgsvvMBbb72VOu/xeAD44osvMlpLsbi4mMLCQr788svUse9973vMnTuX5557ju3bt/PMM8+wfPnyehNeWurLL79k6NChOByOw76GEEIcCSRQFKINjB49mvvuu48nn3ySM888k7vvvpurrrqKiy++GID777+fUaNGceONN3LJJZdQU1PDP/7xD7KyslLXuOSSS3jyySe56KKL2Lt3L0899RQ+n4/i4mLuvfdeXn75Zc466yx+97vfcfnllzNs2LAGmbfm9OjRgyeeeII1a9ZwwQUXcPvtt3P22Wfzy1/+MqPXFxcX87e//Y25c+dy3nnn8cYbb3D++eenArDc3FwuueQSfvWrXzFz5sxmr6coClOmTGHZsmWpY2PGjOH+++/nueee45xzzuHf//43s2bNYtCgQS1qa13Lly9PjQUVQgjROMU+nBVxhRBtatq0aVx99dVceeWVHV2VJm3YsIFwOMzo0aNTx37zm98QDof5wx/+cFjXXL16Nddeey0fffRRm2T8ampqOPnkk5kzZ069SS9CCCEakoyiEOKw7dixg+9///t88MEH7Ny5k7fffpvZs2dz9tlnH/Y1R48ezejRo3nzzTdbsaYH/fvf/2bGjBkSJAohRAZk1rMQ4rBNmzaN6667jnvvvZfS0lL69OnDPffc87XGD0JincUbbriBc845p1X3ew4Gg7z88ss8++yzrXZNIYTozuTRsxBCCCGESEsePQshhBBCiLQkUBRCCCGEEGlJoCiEEEIIIdKSQFEIIYQQQqQlgaIQQgghhEhLAkUhhBBCCJHW/wdP+rsE9NJgKAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 拟合线属性设置\n",
    "plt.figure(dpi=100)\n",
    "sns.set(style=\"whitegrid\",font_scale=1.2)\n",
    "g=sns.lmplot(x='sepal length(cm)', y='sepal width(cm)', data=pd_iris,\n",
    "             hue='class',\n",
    "             markers=['+','^','*'],\n",
    "             scatter_kws={'s':180},\n",
    "             line_kws={'linestyle':'--'},#拟合线属性设置\n",
    "             palette=[\"#01a2d9\", \"#31A354\", \"#c72e29\"],\n",
    "             )\n",
    "g.fig.set_size_inches(10,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "e42b506d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 600x400 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制分面图\n",
    "plt.figure(dpi=100)\n",
    "sns.set(style=\"whitegrid\",font_scale=1.2)\n",
    "g=sns.lmplot(x='sepal length(cm)', y='sepal width(cm)', data=pd_iris,\n",
    "             col='class',#按class绘制分面图\n",
    "             markers='*',\n",
    "             scatter_kws={'s':150,'color':'#01a2d9'},\n",
    "             line_kws={'linestyle':'--','color':'#c72e29'},#直线属性设置\n",
    "             )\n",
    "g.fig.set_size_inches(10,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e4a74191",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
